DataFrame
NO COMPARISON TARGET
30001
ROWS
0
DUPLICATES
17.5 MB
RAM
72
FEATURES
7
CATEGORICAL
65
NUMERICAL
0
TEXT
2.1.3
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
arpu_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
29,072
(97%)
ZEROES:
227
(<1%)
MAX
27,731
95%
1,241
Q3
700
AVG
558
MEDIAN
482
Q1
310
5%
113
MIN
-2,259
RANGE
29,990
IQR
390
STD
461
VAR
212k
KURT.
498
SKEW
12.0
SUM
16.8M
2
arpu_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
29,084
(97%)
ZEROES:
223
(<1%)
MAX
35,146
95%
1,261
Q3
698
AVG
561
MEDIAN
481
Q1
310
5%
114
MIN
-2,014
RANGE
37,160
IQR
388
STD
480
VAR
230k
KURT.
1,002
SKEW
17.5
SUM
16.8M
3
arpu_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
28,073
(94%)
ZEROES:
1,010
(3%)
MAX
33,544
95%
1,255
Q3
661
AVG
509
MEDIAN
428
Q1
231
5%
10
MIN
-946
RANGE
34,489
IQR
430
STD
502
VAR
252k
KURT.
761
SKEW
15.3
SUM
15.3M
4
isd_og_mou_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
1,031
(3%)
ZEROES:
27,658
(92%)
MAX
5,901
95%
1
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
5,901
IQR
0.00
STD
45.9
VAR
2,102
KURT.
10,054
SKEW
87.3
SUM
65,148
5
isd_og_mou_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
1,035
(3%)
ZEROES:
27,768
(93%)
MAX
5,490
95%
1
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
5,490
IQR
0.00
STD
45.5
VAR
2,074
KURT.
8,908
SKEW
83.9
SUM
63,174
6
isd_og_mou_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
886
(3%)
ZEROES:
28,099
(94%)
MAX
5,682
95%
0
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
5,682
IQR
0.00
STD
44.7
VAR
1,999
KURT.
10,194
SKEW
89.5
SUM
58,471
7
spl_og_mou_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,050
(10%)
ZEROES:
14,124
(47%)
MAX
1,023
95%
27
Q3
5
AVG
6
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,023
IQR
5.21
STD
17.6
VAR
309
KURT.
535
SKEW
15.4
SUM
175k
8
spl_og_mou_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,317
(11%)
ZEROES:
13,110
(44%)
MAX
1,266
95%
31
Q3
7
AVG
7
MEDIAN
1
Q1
0
5%
0
MIN
0
RANGE
1,266
IQR
6.94
STD
21.8
VAR
475
KURT.
770
SKEW
19.4
SUM
213k
9
spl_og_mou_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,193
(11%)
ZEROES:
13,739
(46%)
MAX
955
95%
29
Q3
6
AVG
7
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
955
IQR
6.15
STD
20.3
VAR
413
KURT.
383
SKEW
14.4
SUM
197k
10
og_others_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
841
(3%)
ZEROES:
23,151
(77%)
MAX
610
95%
4
Q3
0
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
610
IQR
0.00
STD
4.11
VAR
16.9
KURT.
16,131
SKEW
110
SUM
19,833
11
og_others_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
116
(<1%)
ZEROES:
29,848
(>99%)
MAX
370
95%
0
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
370
IQR
0.00
STD
2.68
VAR
7.17
KURT.
13,968
SKEW
112
SUM
1,287
12
og_others_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
131
(<1%)
ZEROES:
29,830
(>99%)
MAX
395
95%
0
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
395
IQR
0.00
STD
3.32
VAR
11.0
KURT.
11,031
SKEW
100
SUM
1,728
13
total_og_mou_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
23,519
(78%)
ZEROES:
1,799
(6%)
MAX
10,674
95%
1,913
Q3
859
AVG
610
MEDIAN
411
Q1
117
5%
0
MIN
0
RANGE
10,674
IQR
742
STD
691
VAR
477k
KURT.
11.6
SKEW
2.53
SUM
18.3M
14
total_og_mou_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
23,684
(79%)
ZEROES:
1,780
(6%)
MAX
11,365
95%
1,952
Q3
891
AVG
628
MEDIAN
426
Q1
116
5%
0
MIN
0
RANGE
11,365
IQR
775
STD
717
VAR
514k
KURT.
12.9
SKEW
2.62
SUM
18.9M
15
total_og_mou_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
22,316
(74%)
ZEROES:
2,945
(10%)
MAX
14,043
95%
1,857
Q3
775
AVG
552
MEDIAN
334
Q1
72
5%
0
MIN
0
RANGE
14,043
IQR
702
STD
700
VAR
491k
KURT.
24.2
SKEW
3.29
SUM
16.6M
16
total_ic_mou_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
20,121
(67%)
ZEROES:
1,226
(4%)
MAX
7,716
95%
922
Q3
372
AVG
290
MEDIAN
184
Q1
73
5%
1
MIN
0
RANGE
7,716
IQR
299
STD
366
VAR
134k
KURT.
35.2
SKEW
4.17
SUM
8.7M
17
total_ic_mou_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
20,161
(67%)
ZEROES:
1,129
(4%)
MAX
7,443
95%
929
Q3
377
AVG
297
MEDIAN
188
Q1
79
5%
2
MIN
0
RANGE
7,443
IQR
298
STD
374
VAR
140k
KURT.
34.1
SKEW
4.19
SUM
8.9M
18
total_ic_mou_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
19,581
(65%)
ZEROES:
2,230
(7%)
MAX
6,067
95%
916
Q3
362
AVG
280
MEDIAN
173
Q1
61
5%
0
MIN
0
RANGE
6,067
IQR
300
STD
361
VAR
130k
KURT.
27.0
SKEW
3.84
SUM
8.4M
19
spl_ic_mou_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
78
(<1%)
ZEROES:
23,421
(78%)
MAX
19.8
95%
0.4
Q3
0.0
AVG
0.1
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
19.8
IQR
0.00
STD
0.188
VAR
0.035
KURT.
4,074
SKEW
41.4
SUM
1,831
20
spl_ic_mou_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
92
(<1%)
ZEROES:
27,994
(93%)
MAX
21.3
95%
0.1
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
21.3
IQR
0.00
STD
0.182
VAR
0.033
KURT.
7,443
SKEW
72.4
SUM
593
21
spl_ic_mou_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
80
(<1%)
ZEROES:
27,411
(91%)
MAX
6.23
95%
0.25
Q3
0.00
AVG
0.03
MEDIAN
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
6.23
IQR
0.00
STD
0.111
VAR
0.012
KURT.
350
SKEW
10.0
SUM
797
22
isd_ic_mou_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,284
(11%)
ZEROES:
23,375
(78%)
MAX
6,789
95%
42
Q3
0
AVG
11
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
6,789
IQR
0.00
STD
76.7
VAR
5,887
KURT.
2,369
SKEW
34.6
SUM
324k
23
isd_ic_mou_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,489
(12%)
ZEROES:
23,115
(77%)
MAX
4,748
95%
47
Q3
0
AVG
12
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
4,748
IQR
0.00
STD
80.2
VAR
6,429
KURT.
1,020
SKEW
24.4
SUM
356k
24
isd_ic_mou_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,357
(11%)
ZEROES:
23,607
(79%)
MAX
3,433
95%
42
Q3
0
AVG
11
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
3,433
IQR
0.00
STD
70.6
VAR
4,984
KURT.
478
SKEW
17.4
SUM
330k
25
ic_others_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
1,206
(4%)
ZEROES:
22,293
(74%)
MAX
1,344
95%
3
Q3
0
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,344
IQR
0.050
STD
14.0
VAR
196
KURT.
4,773
SKEW
58.7
SUM
34,605
26
ic_others_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
1,361
(5%)
ZEROES:
22,850
(76%)
MAX
1,496
95%
5
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,496
IQR
0.00
STD
16.0
VAR
256
KURT.
3,108
SKEW
44.4
SUM
45,012
27
ic_others_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
1,249
(4%)
ZEROES:
22,579
(75%)
MAX
1,210
95%
4
Q3
0
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,210
IQR
0.00
STD
12.8
VAR
163
KURT.
3,385
SKEW
47.0
SUM
36,735
28
last_day_rch_amt_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
157
(<1%)
ZEROES:
4,385
(15%)
MAX
4,010
95%
252
Q3
120
AVG
101
MEDIAN
67
Q1
25
5%
0
MIN
0
RANGE
4,010
IQR
95.0
STD
144
VAR
20,660
KURT.
90.7
SKEW
6.66
SUM
3.0M
29
last_day_rch_amt_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
152
(<1%)
ZEROES:
5,345
(18%)
MAX
4,010
95%
252
Q3
130
AVG
100
MEDIAN
50
Q1
20
5%
0
MIN
0
RANGE
4,010
IQR
110
STD
141
VAR
19,860
KURT.
72.7
SKEW
5.85
SUM
3.0M
30
last_day_rch_amt_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
181
(<1%)
ZEROES:
7,759
(26%)
MAX
4,449
95%
252
Q3
130
AVG
92
MEDIAN
50
Q1
0
5%
0
MIN
0
RANGE
4,449
IQR
130
STD
145
VAR
21,078
KURT.
142
SKEW
7.97
SUM
2.8M
31
arpu_3g_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
6,330
(21%)
ZEROES:
19,364
(65%)
MAX
6,362
95%
398
Q3
35
AVG
67
MEDIAN
0
Q1
0
5%
0
MIN
-30
RANGE
6,393
IQR
35.0
STD
179
VAR
32,099
KURT.
108
SKEW
6.81
SUM
2.0M
32
arpu_3g_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
6,213
(21%)
ZEROES:
19,146
(64%)
MAX
4,981
95%
408
Q3
36
AVG
69
MEDIAN
0
Q1
0
5%
0
MIN
-26
RANGE
5,007
IQR
35.7
STD
183
VAR
33,538
KURT.
64.5
SKEW
5.93
SUM
2.1M
33
arpu_3g_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
6,010
(20%)
ZEROES:
19,931
(66%)
MAX
3,717
95%
389
Q3
21
AVG
63
MEDIAN
0
Q1
0
5%
0
MIN
-24
RANGE
3,741
IQR
20.9
STD
170
VAR
28,959
KURT.
52.0
SKEW
5.49
SUM
1.9M
34
arpu_2g_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
5,776
(19%)
ZEROES:
16,989
(57%)
MAX
6,434
95%
363
Q3
51
AVG
63
MEDIAN
0
Q1
0
5%
0
MIN
-15
RANGE
6,449
IQR
50.7
STD
161
VAR
25,924
KURT.
150
SKEW
7.52
SUM
1.9M
35
arpu_2g_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
5,420
(18%)
ZEROES:
17,155
(57%)
MAX
4,809
95%
371
Q3
47
AVG
65
MEDIAN
0
Q1
0
5%
0
MIN
-15
RANGE
4,825
IQR
47.2
STD
165
VAR
27,319
KURT.
73.1
SKEW
6.12
SUM
1.9M
36
arpu_2g_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
4,778
(16%)
ZEROES:
18,506
(62%)
MAX
3,467
95%
334
Q3
27
AVG
58
MEDIAN
0
Q1
0
5%
0
MIN
-24
RANGE
3,492
IQR
26.9
STD
153
VAR
23,294
KURT.
52.3
SKEW
5.44
SUM
1.8M
37
night_pck_user_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
38
night_pck_user_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
39
night_pck_user_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
40
monthly_2g_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
41
monthly_2g_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
42
monthly_2g_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
43
sachet_2g_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
21,256
(71%)
MAX
42.0
95%
6.0
Q3
1.0
AVG
1.1
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
42.0
IQR
1.00
STD
2.51
VAR
6.29
KURT.
19.8
SKEW
3.69
SUM
31,983
44
sachet_2g_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
35
(<1%)
ZEROES:
20,986
(70%)
MAX
48.0
95%
7.0
Q3
1.0
AVG
1.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
48.0
IQR
1.00
STD
2.74
VAR
7.49
KURT.
18.8
SKEW
3.51
SUM
36,422
45
sachet_2g_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
34
(<1%)
ZEROES:
21,451
(72%)
MAX
44.0
95%
6.0
Q3
1.0
AVG
1.1
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
44.0
IQR
1.00
STD
2.54
VAR
6.43
KURT.
22.4
SKEW
3.89
SUM
31,647
46
monthly_3g_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
25,342
(84%)
MAX
14.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
14.0
IQR
0.00
STD
0.613
VAR
0.376
KURT.
38.5
SKEW
4.65
SUM
6,533
47
monthly_3g_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
15
(<1%)
ZEROES:
25,306
(84%)
MAX
16.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
16.0
IQR
0.00
STD
0.659
VAR
0.434
KURT.
51.1
SKEW
5.23
SUM
6,871
48
monthly_3g_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
25,605
(85%)
MAX
16.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
16.0
IQR
0.00
STD
0.618
VAR
0.381
KURT.
43.7
SKEW
4.88
SUM
6,331
49
sachet_3g_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
25
(<1%)
ZEROES:
26,768
(89%)
MAX
29.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
29.0
IQR
0.00
STD
0.986
VAR
0.972
KURT.
204
SKEW
11.5
SUM
6,282
50
sachet_3g_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
27
(<1%)
ZEROES:
26,807
(89%)
MAX
35.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
35.0
IQR
0.00
STD
1.09
VAR
1.19
KURT.
197
SKEW
11.3
SUM
6,825
51
sachet_3g_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
ZEROES:
27,341
(91%)
MAX
41.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
41.0
IQR
0.00
STD
1.10
VAR
1.21
KURT.
270
SKEW
13.1
SUM
6,072
52
aon
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,294
(11%)
ZEROES:
---
MAX
4,321
95%
3,140
Q3
1,756
AVG
1,209
MEDIAN
846
Q1
460
5%
228
MIN
180
RANGE
4,141
IQR
1,296
STD
958
VAR
917k
KURT.
-0.169
SKEW
0.994
SUM
36.3M
53
total_rech_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,801
(13%)
ZEROES:
457
(2%)
MAX
113k
95%
3k
Q3
1k
AVG
1k
MEDIAN
1k
Q1
1k
5%
0k
MIN
0k
RANGE
113k
IQR
664
STD
1,566
VAR
2.5M
KURT.
1,051
SKEW
20.5
SUM
33.5M
54
total_rech_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
4,015
(13%)
ZEROES:
568
(2%)
MAX
56,075
95%
3,150
Q3
1,267
AVG
1,189
MEDIAN
812
Q1
550
5%
240
MIN
0
RANGE
56,075
IQR
717
STD
1,632
VAR
2.7M
KURT.
187
SKEW
10.1
SUM
35.7M
55
total_rech_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
3,961
(13%)
ZEROES:
2,064
(7%)
MAX
95,884
95%
3,043
Q3
1,152
AVG
1,048
MEDIAN
688
Q1
396
5%
0
MIN
0
RANGE
95,884
IQR
756
STD
1,805
VAR
3.3M
KURT.
574
SKEW
16.6
SUM
31.4M
56
total_rech_6_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
5,183
(17%)
ZEROES:
---
MAX
122k
95%
6k
Q3
2k
AVG
2k
MEDIAN
2k
Q1
1k
5%
1k
MIN
1k
RANGE
122k
IQR
1,210
STD
2,717
VAR
7.4M
KURT.
247
SKEW
11.0
SUM
69.2M
57
Churn
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
58
roam_any_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
5,776
(19%)
ZEROES:
23,295
(78%)
MAX
4,368
95%
247
Q3
0
AVG
43
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
4,368
IQR
0.00
STD
175
VAR
30,780
KURT.
96.8
SKEW
8.14
SUM
1.3M
59
roam_any_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
4,798
(16%)
ZEROES:
24,682
(82%)
MAX
4,510
95%
166
Q3
0
AVG
33
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
4,510
IQR
0.00
STD
154
VAR
23,684
KURT.
129
SKEW
9.35
SUM
984k
60
roam_any_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
4,903
(16%)
ZEROES:
24,402
(81%)
MAX
5,337
95%
168
Q3
0
AVG
32
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
5,337
IQR
0.00
STD
158
VAR
24,994
KURT.
189
SKEW
11.0
SUM
971k
61
local_any_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
27,470
(92%)
ZEROES:
1,123
(4%)
MAX
24,522
95%
3,237
Q3
1,326
AVG
972
MEDIAN
574
Q1
194
5%
4
MIN
0
RANGE
24,522
IQR
1,131
STD
1,185
VAR
1.4M
KURT.
17.4
SKEW
2.95
SUM
29.2M
62
local_any_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
27,597
(92%)
ZEROES:
1,043
(3%)
MAX
16,125
95%
3,222
Q3
1,344
AVG
981
MEDIAN
588
Q1
209
5%
8
MIN
0
RANGE
16,125
IQR
1,135
STD
1,175
VAR
1.4M
KURT.
13.8
SKEW
2.83
SUM
29.4M
63
local_any_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
26,433
(88%)
ZEROES:
2,114
(7%)
MAX
23,690
95%
3,125
Q3
1,264
AVG
920
MEDIAN
535
Q1
157
5%
0
MIN
0
RANGE
23,690
IQR
1,107
STD
1,149
VAR
1.3M
KURT.
19.7
SKEW
3.03
SUM
27.6M
64
std_any_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
21,417
(71%)
ZEROES:
4,266
(14%)
MAX
17,054
95%
3,298
Q3
1,111
AVG
788
MEDIAN
173
Q1
10
5%
0
MIN
0
RANGE
17,054
IQR
1,102
STD
1,287
VAR
1.7M
KURT.
14.1
SKEW
2.98
SUM
23.6M
65
std_any_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
21,353
(71%)
ZEROES:
4,325
(14%)
MAX
21,973
95%
3,430
Q3
1,185
AVG
826
MEDIAN
173
Q1
9
5%
0
MIN
0
RANGE
21,973
IQR
1,176
STD
1,355
VAR
1.8M
KURT.
16.5
SKEW
3.11
SUM
24.8M
66
std_any_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
20,118
(67%)
ZEROES:
5,472
(18%)
MAX
27,972
95%
3,168
Q3
888
AVG
704
MEDIAN
110
Q1
4
5%
0
MIN
0
RANGE
27,972
IQR
884
STD
1,291
VAR
1.7M
KURT.
30.1
SKEW
3.91
SUM
21.1M
67
spl_any_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
7,542
(25%)
ZEROES:
7,302
(24%)
MAX
6,927
95%
78
Q3
13
AVG
21
MEDIAN
3
Q1
0
5%
0
MIN
0
RANGE
6,927
IQR
13.3
STD
97.7
VAR
9,541
KURT.
1,524
SKEW
29.1
SUM
620k
68
spl_any_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
7,349
(24%)
ZEROES:
7,791
(26%)
MAX
5,492
95%
84
Q3
15
AVG
23
MEDIAN
3
Q1
0
5%
0
MIN
0
RANGE
5,492
IQR
15.2
STD
102
VAR
10,405
KURT.
847
SKEW
22.5
SUM
680k
69
spl_any_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
7,021
(23%)
ZEROES:
8,565
(29%)
MAX
5,699
95%
77
Q3
13
AVG
21
MEDIAN
3
Q1
0
5%
0
MIN
0
RANGE
5,699
IQR
13.4
STD
92.0
VAR
8,471
KURT.
829
SKEW
21.0
SUM
624k
70
data_used_6
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
16,052
(54%)
ZEROES:
13,186
(44%)
MAX
48,073
95%
2,710
Q3
823
AVG
629
MEDIAN
83
Q1
0
5%
0
MIN
0
RANGE
48,073
IQR
823
STD
1,265
VAR
1.6M
KURT.
123
SKEW
6.98
SUM
18.9M
71
data_used_7
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
16,568
(55%)
ZEROES:
12,693
(42%)
MAX
30,650
95%
2,816
Q3
882
AVG
674
MEDIAN
128
Q1
0
5%
0
MIN
0
RANGE
30,650
IQR
882
STD
1,287
VAR
1.7M
KURT.
57.3
SKEW
5.34
SUM
20.2M
72
data_used_8
VALUES:
30,001
(100%)
MISSING:
---
DISTINCT:
15,548
(52%)
ZEROES:
13,711
(46%)
MAX
33,465
95%
2,738
Q3
806
AVG
627
MEDIAN
40
Q1
0
5%
0
MIN
0
RANGE
33,465
IQR
806
STD
1,264
VAR
1.6M
KURT.
79.0
SKEW
5.97
SUM
18.8M
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
arpu_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_7
0.67
arpu_8
0.61
total_og_mou_6
0.55
isd_og_mou_6
0.47
isd_og_mou_7
0.42
total_rech_6
0.42
isd_og_mou_8
0.41
std_any_6
0.39
total_rech_6_7
0.37
total_og_mou_7
0.36
spl_any_6
0.33
local_any_6
0.31
total_og_mou_8
0.30
spl_any_8
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.09
Churn
0.07
monthly_2g_8
0.07
monthly_2g_6
0.05
night_pck_user_6
0.01
night_pck_user_8
0.01
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
227
0.8%
213.821
18
<0.1%
213.822
17
<0.1%
213.818
16
<0.1%
213.815
14
<0.1%
130.45
13
<0.1%
20.0
11
<0.1%
213.817
10
<0.1%
213.804
9
<0.1%
130.449
8
<0.1%
213.803
8
<0.1%
213.839
7
<0.1%
213.81
6
<0.1%
122.794
6
<0.1%
213.797
6
<0.1%
SMALLEST VALUES

-2258.709
1
<0.1%
-2041.228
1
<0.1%
-810.661
1
<0.1%
-383.565
1
<0.1%
-209.465
1
<0.1%
-185.043
1
<0.1%
-160.795
1
<0.1%
-157.109
1
<0.1%
-124.766
1
<0.1%
-98.552
1
<0.1%
-88.306
1
<0.1%
-69.861
1
<0.1%
-67.93
1
<0.1%
-55.076
1
<0.1%
-33.158
1
<0.1%
LARGEST VALUES

27731.088
1
<0.1%
15487.684
1
<0.1%
11505.508
1
<0.1%
11261.349
1
<0.1%
10955.066
1
<0.1%
10877.945
1
<0.1%
9394.536
1
<0.1%
8598.53
1
<0.1%
7748.779
1
<0.1%
7283.872
1
<0.1%
6636.431
1
<0.1%
6515.06
1
<0.1%
6258.497
1
<0.1%
5687.24
1
<0.1%
5220.209
1
<0.1%
arpu_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_8
0.76
arpu_6
0.67
total_og_mou_7
0.54
isd_og_mou_7
0.51
isd_og_mou_8
0.45
total_og_mou_8
0.43
total_rech_7
0.42
isd_og_mou_6
0.42
std_any_7
0.39
total_rech_6_7
0.39
total_og_mou_6
0.37
spl_any_7
0.33
std_any_8
0.31
spl_any_8
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.08
monthly_2g_8
0.05
monthly_2g_7
0.04
night_pck_user_8
0.02
Churn
0.01
night_pck_user_7
0.01
night_pck_user_6
0.00
MOST FREQUENT VALUES

0.0
223
0.7%
213.795
19
<0.1%
213.808
15
<0.1%
213.814
13
<0.1%
213.816
13
<0.1%
213.797
9
<0.1%
-5.0
9
<0.1%
213.802
8
<0.1%
130.462
7
<0.1%
213.796
7
<0.1%
213.786
7
<0.1%
128.735
7
<0.1%
213.793
6
<0.1%
213.834
6
<0.1%
213.783
6
<0.1%
SMALLEST VALUES

-2014.045
1
<0.1%
-1289.715
1
<0.1%
-1084.211
1
<0.1%
-1077.191
1
<0.1%
-897.035
1
<0.1%
-731.935
1
<0.1%
-622.509
1
<0.1%
-369.945
1
<0.1%
-282.788
1
<0.1%
-275.799
1
<0.1%
-179.027
1
<0.1%
-168.465
1
<0.1%
-158.963
1
<0.1%
-137.316
1
<0.1%
-92.766
1
<0.1%
LARGEST VALUES

35145.834
1
<0.1%
16820.145
1
<0.1%
14624.089
1
<0.1%
13224.119
1
<0.1%
8609.46
1
<0.1%
7386.464
1
<0.1%
7287.334
1
<0.1%
7199.4
1
<0.1%
7024.226
1
<0.1%
6876.324
1
<0.1%
6726.579
1
<0.1%
6498.408
1
<0.1%
6453.689
1
<0.1%
6256.564
1
<0.1%
6024.118
1
<0.1%
arpu_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_7
0.76
arpu_6
0.61
total_og_mou_8
0.56
isd_og_mou_8
0.45
total_rech_8
0.44
isd_og_mou_7
0.44
std_any_8
0.41
total_og_mou_7
0.40
isd_og_mou_6
0.39
local_any_8
0.33
spl_any_8
0.33
last_day_rch_amt_8
0.32
total_rech_6_7
0.30
last_day_rch_amt_7
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.16
monthly_2g_6
0.06
monthly_2g_7
0.04
monthly_2g_8
0.03
night_pck_user_8
0.03
night_pck_user_6
0.01
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
1,010
3.4%
213.801
29
<0.1%
-5.0
29
<0.1%
213.785
16
<0.1%
167.862
12
<0.1%
213.792
12
<0.1%
130.413
12
<0.1%
1.0
11
<0.1%
1.5
10
<0.1%
0.1
10
<0.1%
-0.5
10
<0.1%
213.803
9
<0.1%
0.6
9
<0.1%
213.804
9
<0.1%
213.794
8
<0.1%
SMALLEST VALUES

-945.808
1
<0.1%
-345.129
1
<0.1%
-197.957
1
<0.1%
-146.859
1
<0.1%
-72.22
1
<0.1%
-50.243
1
<0.1%
-43.17
1
<0.1%
-39.0
1
<0.1%
-37.887
1
<0.1%
-17.854
1
<0.1%
-11.12
1
<0.1%
-10.0
1
<0.1%
-8.1
1
<0.1%
-7.924
1
<0.1%
-5.416
1
<0.1%
LARGEST VALUES

33543.624
1
<0.1%
19295.904
1
<0.1%
16040.503
1
<0.1%
13505.996
1
<0.1%
12533.285
1
<0.1%
8989.682
1
<0.1%
8058.772
1
<0.1%
6838.828
1
<0.1%
6836.441
1
<0.1%
6255.086
1
<0.1%
6210.072
1
<0.1%
6194.049
1
<0.1%
6020.838
1
<0.1%
5894.122
1
<0.1%
5880.292
1
<0.1%
isd_og_mou_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

isd_og_mou_8
0.92
isd_og_mou_7
0.92
spl_any_6
0.55
spl_any_8
0.51
spl_any_7
0.47
arpu_6
0.47
arpu_7
0.42
arpu_8
0.39
total_rech_6_7
0.17
total_rech_6
0.16
total_rech_8
0.13
total_rech_7
0.13
isd_ic_mou_6
0.10
last_day_rch_amt_6
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.01
monthly_2g_7
0.01
monthly_2g_6
0.01
monthly_2g_8
0.01
night_pck_user_6
0.00
night_pck_user_8
0.00
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
27,658
92.2%
1.01
50
0.2%
0.01
41
0.1%
0.03
37
0.1%
0.06
33
0.1%
0.31
29
<0.1%
0.25
27
<0.1%
2.01
26
<0.1%
0.18
26
<0.1%
0.3
25
<0.1%
0.21
25
<0.1%
0.1
24
<0.1%
0.2
22
<0.1%
0.11
22
<0.1%
0.23
21
<0.1%
SMALLEST VALUES

0.0
27,658
92.2%
0.01
41
0.1%
0.03
37
0.1%
0.05
20
<0.1%
0.06
33
0.1%
0.08
16
<0.1%
0.09
3
<0.1%
0.1
24
<0.1%
0.11
22
<0.1%
0.13
19
<0.1%
0.14
2
<0.1%
0.15
15
<0.1%
0.16
17
<0.1%
0.18
26
<0.1%
0.19
3
<0.1%
LARGEST VALUES

5900.66
1
<0.1%
3229.29
1
<0.1%
1460.36
1
<0.1%
1319.33
1
<0.1%
1233.43
1
<0.1%
979.68
1
<0.1%
944.41
1
<0.1%
903.86
1
<0.1%
869.69
1
<0.1%
765.06
1
<0.1%
723.64
1
<0.1%
639.16
1
<0.1%
634.48
1
<0.1%
526.11
1
<0.1%
521.31
1
<0.1%
isd_og_mou_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

isd_og_mou_8
0.94
isd_og_mou_6
0.92
spl_any_7
0.52
spl_any_8
0.52
arpu_7
0.51
spl_any_6
0.49
arpu_8
0.44
arpu_6
0.42
total_rech_6_7
0.19
total_rech_7
0.17
total_rech_8
0.15
total_rech_6
0.15
last_day_rch_amt_7
0.13
last_day_rch_amt_6
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.01
monthly_2g_8
0.01
monthly_2g_7
0.01
Churn
0.01
night_pck_user_6
0.00
night_pck_user_8
0.00
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
27,768
92.6%
0.01
50
0.2%
1.01
37
0.1%
0.05
33
0.1%
0.03
31
0.1%
0.1
28
<0.1%
0.06
27
<0.1%
0.08
26
<0.1%
0.26
23
<0.1%
0.25
23
<0.1%
0.15
23
<0.1%
0.28
23
<0.1%
0.31
22
<0.1%
0.11
21
<0.1%
0.21
20
<0.1%
SMALLEST VALUES

0.0
27,768
92.6%
0.01
50
0.2%
0.03
31
0.1%
0.05
33
0.1%
0.06
27
<0.1%
0.08
26
<0.1%
0.1
28
<0.1%
0.11
21
<0.1%
0.13
19
<0.1%
0.14
1
<0.1%
0.15
23
<0.1%
0.16
17
<0.1%
0.18
14
<0.1%
0.19
1
<0.1%
0.2
12
<0.1%
LARGEST VALUES

5490.28
1
<0.1%
3868.01
1
<0.1%
1910.73
1
<0.1%
1209.86
1
<0.1%
1049.89
1
<0.1%
850.76
1
<0.1%
804.44
1
<0.1%
763.26
1
<0.1%
702.51
1
<0.1%
689.38
1
<0.1%
643.66
1
<0.1%
637.49
1
<0.1%
630.53
1
<0.1%
608.41
1
<0.1%
564.96
1
<0.1%
isd_og_mou_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

isd_og_mou_7
0.94
isd_og_mou_6
0.92
spl_any_8
0.56
spl_any_6
0.51
spl_any_7
0.50
arpu_8
0.45
arpu_7
0.45
arpu_6
0.41
total_rech_6_7
0.17
total_rech_8
0.15
total_rech_7
0.15
total_rech_6
0.14
last_day_rch_amt_7
0.11
isd_ic_mou_6
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.01
monthly_2g_6
0.01
monthly_2g_8
0.01
Churn
0.00
night_pck_user_6
0.00
night_pck_user_8
0.00
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
28,099
93.7%
0.01
37
0.1%
1.01
36
0.1%
0.03
26
<0.1%
0.08
22
<0.1%
0.28
21
<0.1%
0.06
20
<0.1%
0.1
20
<0.1%
0.63
19
<0.1%
0.36
19
<0.1%
0.26
19
<0.1%
0.11
19
<0.1%
0.13
18
<0.1%
0.2
17
<0.1%
0.15
17
<0.1%
SMALLEST VALUES

0.0
28,099
93.7%
0.01
37
0.1%
0.03
26
<0.1%
0.05
13
<0.1%
0.06
20
<0.1%
0.08
22
<0.1%
0.09
1
<0.1%
0.1
20
<0.1%
0.11
19
<0.1%
0.13
18
<0.1%
0.15
17
<0.1%
0.16
16
<0.1%
0.18
17
<0.1%
0.19
1
<0.1%
0.2
17
<0.1%
LARGEST VALUES

5681.54
1
<0.1%
3629.91
1
<0.1%
1498.53
1
<0.1%
930.96
1
<0.1%
892.61
1
<0.1%
835.16
1
<0.1%
681.91
1
<0.1%
664.09
1
<0.1%
617.26
1
<0.1%
601.31
1
<0.1%
555.71
1
<0.1%
531.63
1
<0.1%
521.91
1
<0.1%
503.53
1
<0.1%
501.88
1
<0.1%
spl_og_mou_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_og_mou_7
0.54
spl_og_mou_8
0.40
spl_any_6
0.19
og_others_6
0.18
total_og_mou_6
0.16
std_any_6
0.13
arpu_6
0.12
spl_any_7
0.11
arpu_8
0.10
total_og_mou_7
0.10
spl_any_8
0.08
std_any_7
0.08
total_og_mou_8
0.08
arpu_7
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.08
night_pck_user_7
0.06
night_pck_user_8
0.06
monthly_2g_7
0.03
monthly_2g_8
0.03
monthly_2g_6
0.02
Churn
0.02
MOST FREQUENT VALUES

0.0
14,124
47.1%
0.21
100
0.3%
0.01
85
0.3%
0.03
81
0.3%
0.08
80
0.3%
0.16
72
0.2%
0.43
69
0.2%
0.1
66
0.2%
0.63
66
0.2%
0.06
65
0.2%
0.05
62
0.2%
0.15
61
0.2%
0.55
59
0.2%
0.36
57
0.2%
0.18
57
0.2%
SMALLEST VALUES

0.0
14,124
47.1%
0.01
85
0.3%
0.03
81
0.3%
0.04
2
<0.1%
0.05
62
0.2%
0.06
65
0.2%
0.08
80
0.3%
0.09
4
<0.1%
0.1
66
0.2%
0.11
48
0.2%
0.13
36
0.1%
0.14
4
<0.1%
0.15
61
0.2%
0.16
72
0.2%
0.18
57
0.2%
LARGEST VALUES

1023.21
1
<0.1%
537.88
1
<0.1%
530.14
1
<0.1%
456.94
1
<0.1%
447.33
1
<0.1%
418.71
1
<0.1%
385.69
1
<0.1%
375.51
1
<0.1%
338.39
1
<0.1%
337.16
1
<0.1%
325.41
1
<0.1%
313.19
1
<0.1%
303.54
1
<0.1%
294.94
1
<0.1%
291.46
1
<0.1%
spl_og_mou_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_og_mou_8
0.54
spl_og_mou_6
0.54
spl_any_7
0.21
total_og_mou_7
0.17
std_any_7
0.14
arpu_8
0.13
spl_any_8
0.12
total_og_mou_8
0.12
arpu_7
0.11
total_og_mou_6
0.11
std_any_8
0.11
og_others_6
0.10
std_any_6
0.10
spl_any_6
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_7
0.08
night_pck_user_8
0.07
night_pck_user_6
0.06
monthly_2g_8
0.04
monthly_2g_6
0.04
monthly_2g_7
0.03
Churn
0.00
MOST FREQUENT VALUES

0.0
13,110
43.7%
0.01
91
0.3%
0.08
67
0.2%
0.03
66
0.2%
0.16
65
0.2%
0.05
62
0.2%
0.83
57
0.2%
0.21
56
0.2%
0.11
55
0.2%
0.81
52
0.2%
0.06
52
0.2%
0.91
50
0.2%
0.23
49
0.2%
0.26
49
0.2%
0.13
48
0.2%
SMALLEST VALUES

0.0
13,110
43.7%
0.01
91
0.3%
0.03
66
0.2%
0.04
2
<0.1%
0.05
62
0.2%
0.06
52
0.2%
0.08
67
0.2%
0.09
1
<0.1%
0.1
46
0.2%
0.11
55
0.2%
0.13
48
0.2%
0.14
2
<0.1%
0.15
36
0.1%
0.16
65
0.2%
0.18
42
0.1%
LARGEST VALUES

1265.79
1
<0.1%
1125.31
1
<0.1%
788.26
1
<0.1%
631.21
1
<0.1%
558.06
1
<0.1%
538.63
1
<0.1%
481.09
1
<0.1%
472.98
1
<0.1%
437.14
1
<0.1%
434.18
1
<0.1%
388.76
1
<0.1%
375.48
1
<0.1%
372.56
1
<0.1%
370.14
1
<0.1%
354.26
1
<0.1%
spl_og_mou_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_og_mou_7
0.54
spl_og_mou_6
0.40
spl_any_8
0.22
total_og_mou_8
0.18
std_any_8
0.15
total_og_mou_7
0.14
std_any_7
0.12
spl_any_7
0.11
arpu_8
0.11
total_og_mou_6
0.10
std_any_6
0.09
og_others_6
0.08
arpu_7
0.07
spl_any_6
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_8
0.08
night_pck_user_7
0.06
Churn
0.06
night_pck_user_6
0.04
monthly_2g_6
0.04
monthly_2g_8
0.03
monthly_2g_7
0.03
MOST FREQUENT VALUES

0.0
13,739
45.8%
0.01
92
0.3%
0.08
80
0.3%
0.03
70
0.2%
0.05
69
0.2%
0.13
65
0.2%
0.1
61
0.2%
0.63
61
0.2%
1.01
54
0.2%
0.16
53
0.2%
0.4
53
0.2%
0.06
52
0.2%
0.61
51
0.2%
0.56
50
0.2%
0.48
50
0.2%
SMALLEST VALUES

0.0
13,739
45.8%
0.01
92
0.3%
0.03
70
0.2%
0.04
1
<0.1%
0.05
69
0.2%
0.06
52
0.2%
0.08
80
0.3%
0.09
3
<0.1%
0.1
61
0.2%
0.11
41
0.1%
0.13
65
0.2%
0.14
4
<0.1%
0.15
35
0.1%
0.16
53
0.2%
0.18
47
0.2%
LARGEST VALUES

954.51
1
<0.1%
783.78
1
<0.1%
549.14
1
<0.1%
531.14
1
<0.1%
514.29
1
<0.1%
478.38
1
<0.1%
475.66
1
<0.1%
471.03
1
<0.1%
437.48
1
<0.1%
408.89
1
<0.1%
408.01
1
<0.1%
401.04
1
<0.1%
400.51
1
<0.1%
387.86
1
<0.1%
384.58
1
<0.1%
og_others_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_og_mou_6
0.18
spl_og_mou_7
0.10
total_og_mou_6
0.09
spl_og_mou_8
0.08
spl_any_6
0.07
std_any_6
0.07
og_others_8
0.06
arpu_6
0.05
last_day_rch_amt_6
-0.04
aon
-0.04
total_og_mou_7
0.04
last_day_rch_amt_7
-0.04
local_any_6
0.03
spl_ic_mou_6
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.03
monthly_2g_6
0.03
monthly_2g_7
0.03
monthly_2g_8
0.03
night_pck_user_7
0.03
night_pck_user_8
0.02
Churn
0.01
MOST FREQUENT VALUES

0.0
23,151
77.2%
0.21
151
0.5%
0.43
67
0.2%
0.86
53
0.2%
0.2
52
0.2%
0.65
50
0.2%
0.68
49
0.2%
0.71
49
0.2%
0.76
48
0.2%
0.61
48
0.2%
0.56
47
0.2%
0.66
46
0.2%
0.4
45
0.1%
0.63
42
0.1%
0.81
42
0.1%
SMALLEST VALUES

0.0
23,151
77.2%
0.01
25
<0.1%
0.03
20
<0.1%
0.04
1
<0.1%
0.05
9
<0.1%
0.06
5
<0.1%
0.08
9
<0.1%
0.1
9
<0.1%
0.11
9
<0.1%
0.13
10
<0.1%
0.14
1
<0.1%
0.15
22
<0.1%
0.16
21
<0.1%
0.18
12
<0.1%
0.2
52
0.2%
LARGEST VALUES

609.81
1
<0.1%
74.21
1
<0.1%
70.51
1
<0.1%
67.69
1
<0.1%
52.29
1
<0.1%
46.94
1
<0.1%
43.09
1
<0.1%
42.53
1
<0.1%
41.16
1
<0.1%
40.83
1
<0.1%
40.61
1
<0.1%
40.34
1
<0.1%
38.24
1
<0.1%
34.39
1
<0.1%
31.19
1
<0.1%
og_others_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

og_others_8
0.59
spl_og_mou_7
0.08
spl_any_7
0.05
spl_og_mou_8
0.04
spl_any_8
0.04
spl_og_mou_6
0.03
last_day_rch_amt_6
0.03
arpu_7
0.03
arpu_6
0.02
roam_any_8
0.02
monthly_3g_7
0.02
last_day_rch_amt_8
0.02
arpu_8
0.02
spl_any_6
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.01
monthly_2g_6
0.00
monthly_2g_7
0.00
monthly_2g_8
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00
night_pck_user_8
0.00
MOST FREQUENT VALUES

0.0
29,848
99.5%
0.16
5
<0.1%
0.05
3
<0.1%
0.38
3
<0.1%
0.25
3
<0.1%
1.61
3
<0.1%
0.31
2
<0.1%
0.55
2
<0.1%
1.0
2
<0.1%
1.41
2
<0.1%
0.36
2
<0.1%
0.95
2
<0.1%
0.01
2
<0.1%
2.73
2
<0.1%
0.18
2
<0.1%
SMALLEST VALUES

0.0
29,848
99.5%
0.01
2
<0.1%
0.03
2
<0.1%
0.05
3
<0.1%
0.06
2
<0.1%
0.08
1
<0.1%
0.11
1
<0.1%
0.13
2
<0.1%
0.15
1
<0.1%
0.16
5
<0.1%
0.18
2
<0.1%
0.2
2
<0.1%
0.21
2
<0.1%
0.25
3
<0.1%
0.26
1
<0.1%
LARGEST VALUES

370.13
1
<0.1%
221.94
1
<0.1%
132.28
1
<0.1%
66.56
1
<0.1%
42.93
1
<0.1%
25.79
1
<0.1%
24.33
1
<0.1%
23.56
1
<0.1%
22.86
1
<0.1%
17.04
1
<0.1%
14.56
1
<0.1%
14.15
1
<0.1%
13.78
1
<0.1%
13.3
1
<0.1%
12.76
1
<0.1%
og_others_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

og_others_7
0.59
ic_others_7
0.07
og_others_6
0.06
spl_og_mou_7
0.06
spl_any_8
0.06
ic_others_8
0.06
spl_any_7
0.04
spl_og_mou_8
0.03
spl_og_mou_6
0.02
ic_others_6
0.02
last_day_rch_amt_6
0.02
arpu_7
0.02
roam_any_8
0.02
local_any_7
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.01
monthly_2g_7
0.01
monthly_2g_8
0.01
monthly_2g_6
0.00
night_pck_user_6
0.00
night_pck_user_7
0.00
night_pck_user_8
0.00
MOST FREQUENT VALUES

0.0
29,830
99.4%
0.16
8
<0.1%
2.26
4
<0.1%
1.03
3
<0.1%
0.11
3
<0.1%
0.01
3
<0.1%
0.21
3
<0.1%
0.05
3
<0.1%
0.85
2
<0.1%
0.1
2
<0.1%
0.3
2
<0.1%
0.38
2
<0.1%
0.78
2
<0.1%
0.15
2
<0.1%
6.93
2
<0.1%
SMALLEST VALUES

0.0
29,830
99.4%
0.01
3
<0.1%
0.03
2
<0.1%
0.05
3
<0.1%
0.06
2
<0.1%
0.08
2
<0.1%
0.1
2
<0.1%
0.11
3
<0.1%
0.15
2
<0.1%
0.16
8
<0.1%
0.18
1
<0.1%
0.2
1
<0.1%
0.21
3
<0.1%
0.23
2
<0.1%
0.25
1
<0.1%
LARGEST VALUES

394.93
1
<0.1%
350.83
1
<0.1%
134.88
1
<0.1%
101.66
1
<0.1%
81.36
1
<0.1%
73.73
1
<0.1%
43.76
1
<0.1%
43.51
1
<0.1%
39.76
1
<0.1%
37.21
1
<0.1%
24.29
1
<0.1%
16.63
1
<0.1%
16.45
1
<0.1%
14.06
1
<0.1%
13.61
1
<0.1%
total_og_mou_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

std_any_6
0.82
total_og_mou_7
0.71
std_any_7
0.57
total_og_mou_8
0.56
arpu_6
0.55
std_any_8
0.45
local_any_6
0.38
arpu_7
0.37
local_any_7
0.28
arpu_8
0.28
local_any_8
0.23
data_used_7
-0.20
sachet_2g_7
-0.19
sachet_2g_6
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.15
monthly_2g_6
0.14
monthly_2g_8
0.13
Churn
0.08
night_pck_user_7
0.01
night_pck_user_6
0.01
night_pck_user_8
0.00
MOST FREQUENT VALUES

0.0
1,799
6.0%
0.21
32
0.1%
0.43
9
<0.1%
0.2
9
<0.1%
0.01
8
<0.1%
0.1
7
<0.1%
16.74
6
<0.1%
1.23
6
<0.1%
0.75
6
<0.1%
2.23
6
<0.1%
88.51
6
<0.1%
4.88
6
<0.1%
28.48
6
<0.1%
0.51
6
<0.1%
0.66
6
<0.1%
SMALLEST VALUES

0.0
1,799
6.0%
0.01
8
<0.1%
0.03
5
<0.1%
0.05
1
<0.1%
0.06
3
<0.1%
0.08
5
<0.1%
0.1
7
<0.1%
0.11
2
<0.1%
0.13
5
<0.1%
0.14
1
<0.1%
0.15
5
<0.1%
0.16
5
<0.1%
0.18
2
<0.1%
0.2
9
<0.1%
0.21
32
0.1%
LARGEST VALUES

10674.03
1
<0.1%
8488.36
1
<0.1%
7597.18
1
<0.1%
7405.83
1
<0.1%
7387.54
1
<0.1%
7329.11
1
<0.1%
7057.63
1
<0.1%
6801.46
1
<0.1%
6671.04
1
<0.1%
6597.94
1
<0.1%
6562.04
1
<0.1%
6453.04
1
<0.1%
6356.99
1
<0.1%
6298.79
1
<0.1%
6226.58
1
<0.1%
total_og_mou_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

std_any_7
0.83
total_og_mou_8
0.78
total_og_mou_6
0.71
std_any_8
0.66
std_any_6
0.60
arpu_7
0.54
arpu_8
0.40
arpu_6
0.36
local_any_7
0.35
local_any_8
0.27
local_any_6
0.23
data_used_6
-0.20
sachet_2g_6
-0.20
data_used_7
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.15
monthly_2g_7
0.14
monthly_2g_8
0.13
night_pck_user_6
0.02
night_pck_user_8
0.02
night_pck_user_7
0.01
Churn
0.00
MOST FREQUENT VALUES

0.0
1,780
5.9%
0.21
12
<0.1%
0.38
8
<0.1%
0.83
8
<0.1%
0.35
7
<0.1%
1.06
7
<0.1%
6.93
7
<0.1%
9.18
7
<0.1%
0.98
6
<0.1%
0.01
6
<0.1%
0.93
6
<0.1%
2.03
6
<0.1%
1.28
6
<0.1%
1.41
6
<0.1%
0.25
6
<0.1%
SMALLEST VALUES

0.0
1,780
5.9%
0.01
6
<0.1%
0.03
3
<0.1%
0.05
2
<0.1%
0.08
4
<0.1%
0.1
5
<0.1%
0.11
5
<0.1%
0.13
4
<0.1%
0.15
4
<0.1%
0.16
4
<0.1%
0.18
3
<0.1%
0.2
4
<0.1%
0.21
12
<0.1%
0.23
3
<0.1%
0.25
6
<0.1%
LARGEST VALUES

11365.31
1
<0.1%
8327.88
1
<0.1%
8285.64
1
<0.1%
8227.21
1
<0.1%
8224.16
1
<0.1%
8157.51
1
<0.1%
7939.93
1
<0.1%
7908.96
1
<0.1%
7422.63
1
<0.1%
7265.86
1
<0.1%
7202.23
1
<0.1%
7089.41
1
<0.1%
6949.96
1
<0.1%
6804.16
1
<0.1%
6774.38
1
<0.1%
total_og_mou_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

std_any_8
0.84
total_og_mou_7
0.78
std_any_7
0.63
total_og_mou_6
0.56
arpu_8
0.56
std_any_6
0.45
arpu_7
0.43
local_any_8
0.40
local_any_7
0.30
arpu_6
0.30
local_any_6
0.22
total_ic_mou_8
0.20
spl_og_mou_8
0.18
sachet_2g_6
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.15
monthly_2g_6
0.12
monthly_2g_7
0.11
monthly_2g_8
0.09
night_pck_user_8
0.03
night_pck_user_6
0.01
night_pck_user_7
0.01
MOST FREQUENT VALUES

0.0
2,945
9.8%
0.71
9
<0.1%
0.43
9
<0.1%
1.23
8
<0.1%
0.15
8
<0.1%
0.23
8
<0.1%
0.75
7
<0.1%
24.04
7
<0.1%
2.88
7
<0.1%
0.25
7
<0.1%
4.56
7
<0.1%
6.83
7
<0.1%
0.78
7
<0.1%
0.03
7
<0.1%
1.11
7
<0.1%
SMALLEST VALUES

0.0
2,945
9.8%
0.01
4
<0.1%
0.03
7
<0.1%
0.05
5
<0.1%
0.06
1
<0.1%
0.08
4
<0.1%
0.1
3
<0.1%
0.11
5
<0.1%
0.13
3
<0.1%
0.15
8
<0.1%
0.16
5
<0.1%
0.18
6
<0.1%
0.2
4
<0.1%
0.21
6
<0.1%
0.23
8
<0.1%
LARGEST VALUES

14043.06
1
<0.1%
13848.26
1
<0.1%
11046.74
1
<0.1%
10882.86
1
<0.1%
8728.33
1
<0.1%
8309.78
1
<0.1%
8212.53
1
<0.1%
7885.29
1
<0.1%
7818.01
1
<0.1%
7739.51
1
<0.1%
7697.53
1
<0.1%
7460.53
1
<0.1%
7121.63
1
<0.1%
7111.31
1
<0.1%
6951.96
1
<0.1%
total_ic_mou_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_ic_mou_7
0.80
local_any_6
0.73
total_ic_mou_8
0.71
local_any_7
0.61
local_any_8
0.55
isd_ic_mou_6
0.27
spl_any_6
0.24
arpu_6
0.23
isd_ic_mou_7
0.21
spl_any_7
0.19
total_og_mou_6
0.18
isd_ic_mou_8
0.17
spl_any_8
0.16
aon
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.05
Churn
0.05
monthly_2g_8
0.04
monthly_2g_7
0.03
night_pck_user_7
0.02
night_pck_user_8
0.02
night_pck_user_6
0.01
MOST FREQUENT VALUES

0.0
1,226
4.1%
0.1
7
<0.1%
0.96
7
<0.1%
0.23
7
<0.1%
2.21
7
<0.1%
122.46
6
<0.1%
131.89
6
<0.1%
51.86
6
<0.1%
83.38
6
<0.1%
0.93
6
<0.1%
256.79
6
<0.1%
70.83
6
<0.1%
24.38
6
<0.1%
84.94
6
<0.1%
103.71
6
<0.1%
SMALLEST VALUES

0.0
1,226
4.1%
0.01
1
<0.1%
0.03
3
<0.1%
0.04
2
<0.1%
0.05
2
<0.1%
0.06
3
<0.1%
0.08
2
<0.1%
0.1
7
<0.1%
0.11
5
<0.1%
0.13
4
<0.1%
0.14
1
<0.1%
0.15
6
<0.1%
0.18
6
<0.1%
0.2
5
<0.1%
0.21
4
<0.1%
LARGEST VALUES

7716.14
1
<0.1%
7074.59
1
<0.1%
6798.64
1
<0.1%
5534.44
1
<0.1%
5253.21
1
<0.1%
5085.63
1
<0.1%
4984.78
1
<0.1%
4729.86
1
<0.1%
4713.04
1
<0.1%
4667.61
1
<0.1%
4509.83
1
<0.1%
4500.83
1
<0.1%
4299.13
1
<0.1%
4136.89
1
<0.1%
4103.74
1
<0.1%
total_ic_mou_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_ic_mou_8
0.82
total_ic_mou_6
0.80
local_any_7
0.72
local_any_8
0.62
local_any_6
0.60
isd_ic_mou_7
0.29
spl_any_7
0.26
isd_ic_mou_8
0.23
isd_ic_mou_6
0.22
arpu_7
0.21
spl_any_8
0.21
arpu_8
0.19
spl_any_6
0.19
arpu_6
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.09
monthly_2g_8
0.04
monthly_2g_6
0.04
monthly_2g_7
0.04
night_pck_user_6
0.02
night_pck_user_7
0.02
night_pck_user_8
0.01
MOST FREQUENT VALUES

0.0
1,129
3.8%
0.2
11
<0.1%
0.38
9
<0.1%
0.26
8
<0.1%
171.24
7
<0.1%
34.74
7
<0.1%
30.66
7
<0.1%
14.29
6
<0.1%
104.76
6
<0.1%
21.49
6
<0.1%
214.34
6
<0.1%
17.39
6
<0.1%
0.76
6
<0.1%
0.18
6
<0.1%
144.34
6
<0.1%
SMALLEST VALUES

0.0
1,129
3.8%
0.01
1
<0.1%
0.03
3
<0.1%
0.06
4
<0.1%
0.08
4
<0.1%
0.09
1
<0.1%
0.1
2
<0.1%
0.11
3
<0.1%
0.13
2
<0.1%
0.14
1
<0.1%
0.15
4
<0.1%
0.16
5
<0.1%
0.18
6
<0.1%
0.2
11
<0.1%
0.21
4
<0.1%
LARGEST VALUES

7442.86
1
<0.1%
7279.08
1
<0.1%
6555.78
1
<0.1%
5852.03
1
<0.1%
5689.51
1
<0.1%
5548.19
1
<0.1%
4972.53
1
<0.1%
4792.33
1
<0.1%
4651.01
1
<0.1%
4412.59
1
<0.1%
4353.79
1
<0.1%
4242.31
1
<0.1%
4183.73
1
<0.1%
4174.64
1
<0.1%
4108.43
1
<0.1%
total_ic_mou_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_ic_mou_7
0.82
local_any_8
0.74
total_ic_mou_6
0.71
local_any_7
0.63
local_any_6
0.55
isd_ic_mou_8
0.27
arpu_8
0.25
spl_any_8
0.24
isd_ic_mou_7
0.20
total_og_mou_8
0.20
spl_any_7
0.19
arpu_7
0.19
aon
0.16
isd_ic_mou_6
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.18
monthly_2g_8
0.06
monthly_2g_6
0.05
monthly_2g_7
0.05
night_pck_user_7
0.02
night_pck_user_6
0.02
night_pck_user_8
0.01
MOST FREQUENT VALUES

0.0
2,230
7.4%
0.26
11
<0.1%
0.33
9
<0.1%
0.43
9
<0.1%
38.63
8
<0.1%
28.01
8
<0.1%
1.16
7
<0.1%
151.84
7
<0.1%
0.25
7
<0.1%
84.69
6
<0.1%
1.08
6
<0.1%
8.96
6
<0.1%
131.29
6
<0.1%
221.14
6
<0.1%
63.01
6
<0.1%
SMALLEST VALUES

0.0
2,230
7.4%
0.01
3
<0.1%
0.06
6
<0.1%
0.08
5
<0.1%
0.09
1
<0.1%
0.1
2
<0.1%
0.11
4
<0.1%
0.13
4
<0.1%
0.14
1
<0.1%
0.15
4
<0.1%
0.16
4
<0.1%
0.18
2
<0.1%
0.2
1
<0.1%
0.21
4
<0.1%
0.23
3
<0.1%
LARGEST VALUES

6066.63
1
<0.1%
5990.71
1
<0.1%
5556.13
1
<0.1%
5116.48
1
<0.1%
4800.41
1
<0.1%
4706.36
1
<0.1%
4465.19
1
<0.1%
4444.33
1
<0.1%
4441.59
1
<0.1%
4430.24
1
<0.1%
4334.01
1
<0.1%
4270.11
1
<0.1%
4253.78
1
<0.1%
4162.71
1
<0.1%
4091.09
1
<0.1%
spl_ic_mou_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_ic_mou_7
0.33
spl_ic_mou_8
0.17
aon
-0.07
total_og_mou_6
0.05
local_any_6
0.04
roam_any_6
-0.04
spl_og_mou_6
0.04
ic_others_6
0.04
data_used_7
-0.03
ic_others_8
0.03
std_any_6
0.03
og_others_6
0.03
arpu_6
0.03
ic_others_7
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_8
0.02
monthly_2g_7
0.02
monthly_2g_6
0.01
night_pck_user_6
0.00
night_pck_user_8
0.00
night_pck_user_7
0.00
Churn
0.00
MOST FREQUENT VALUES

0.0
23,421
78.1%
0.15
667
2.2%
0.13
310
1.0%
0.06
300
1.0%
0.3
266
0.9%
0.08
237
0.8%
0.28
234
0.8%
0.05
225
0.7%
0.2
213
0.7%
0.21
203
0.7%
0.18
190
0.6%
0.1
186
0.6%
0.11
171
0.6%
0.23
163
0.5%
0.43
162
0.5%
SMALLEST VALUES

0.0
23,421
78.1%
0.01
31
0.1%
0.03
124
0.4%
0.04
3
<0.1%
0.05
225
0.7%
0.06
300
1.0%
0.08
237
0.8%
0.09
26
<0.1%
0.1
186
0.6%
0.11
171
0.6%
0.13
310
1.0%
0.14
96
0.3%
0.15
667
2.2%
0.16
128
0.4%
0.18
190
0.6%
LARGEST VALUES

19.76
1
<0.1%
6.74
1
<0.1%
3.56
1
<0.1%
2.83
1
<0.1%
2.18
1
<0.1%
1.33
1
<0.1%
0.9
11
<0.1%
0.88
15
<0.1%
0.86
11
<0.1%
0.85
1
<0.1%
0.84
4
<0.1%
0.83
8
<0.1%
0.81
12
<0.1%
0.8
3
<0.1%
0.79
3
<0.1%
spl_ic_mou_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_ic_mou_6
0.33
spl_ic_mou_8
0.05
total_og_mou_6
-0.04
std_any_6
-0.03
arpu_6
-0.03
aon
-0.03
sachet_2g_7
0.03
sachet_2g_6
0.02
ic_others_8
0.02
last_day_rch_amt_6
-0.02
spl_og_mou_7
0.02
last_day_rch_amt_8
-0.02
local_any_6
-0.02
sachet_2g_8
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.01
monthly_2g_6
0.01
monthly_2g_8
0.01
Churn
0.01
night_pck_user_6
0.00
night_pck_user_7
0.00
night_pck_user_8
0.00
MOST FREQUENT VALUES

0.0
27,994
93.3%
0.2
326
1.1%
0.06
128
0.4%
0.08
107
0.4%
0.18
97
0.3%
0.11
84
0.3%
0.4
80
0.3%
0.05
80
0.3%
0.1
77
0.3%
0.13
60
0.2%
0.03
51
0.2%
0.26
46
0.2%
0.16
44
0.1%
0.28
42
0.1%
0.6
40
0.1%
SMALLEST VALUES

0.0
27,994
93.3%
0.01
11
<0.1%
0.03
51
0.2%
0.04
2
<0.1%
0.05
80
0.3%
0.06
128
0.4%
0.08
107
0.4%
0.09
8
<0.1%
0.1
77
0.3%
0.11
84
0.3%
0.13
60
0.2%
0.14
17
<0.1%
0.15
39
0.1%
0.16
44
0.1%
0.18
97
0.3%
LARGEST VALUES

21.33
1
<0.1%
13.46
1
<0.1%
7.0
1
<0.1%
6.43
1
<0.1%
5.88
1
<0.1%
2.96
1
<0.1%
1.5
1
<0.1%
1.28
1
<0.1%
1.2
3
<0.1%
1.18
1
<0.1%
1.13
1
<0.1%
1.09
1
<0.1%
1.06
1
<0.1%
1.03
1
<0.1%
1.0
8
<0.1%
spl_ic_mou_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_ic_mou_6
0.17
aon
-0.10
std_any_8
0.07
spl_og_mou_8
0.06
local_any_6
-0.06
std_any_7
0.06
total_og_mou_8
0.05
std_any_6
0.05
spl_og_mou_6
0.05
local_any_7
-0.05
last_day_rch_amt_8
-0.05
sachet_2g_8
0.05
spl_og_mou_7
0.05
last_day_rch_amt_6
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.06
monthly_2g_7
0.03
monthly_2g_6
0.03
night_pck_user_7
0.03
monthly_2g_8
0.03
night_pck_user_8
0.02
night_pck_user_6
0.01
MOST FREQUENT VALUES

0.0
27,411
91.4%
0.25
448
1.5%
0.5
207
0.7%
0.21
166
0.6%
0.08
107
0.4%
0.06
95
0.3%
0.11
83
0.3%
0.1
82
0.3%
0.05
78
0.3%
0.75
65
0.2%
0.13
64
0.2%
0.23
63
0.2%
0.33
60
0.2%
0.18
60
0.2%
0.16
50
0.2%
SMALLEST VALUES

0.0
27,411
91.4%
0.01
28
<0.1%
0.03
34
0.1%
0.04
3
<0.1%
0.05
78
0.3%
0.06
95
0.3%
0.08
107
0.4%
0.09
12
<0.1%
0.1
82
0.3%
0.11
83
0.3%
0.13
64
0.2%
0.14
16
<0.1%
0.15
31
0.1%
0.16
50
0.2%
0.18
60
0.2%
LARGEST VALUES

6.23
1
<0.1%
1.26
1
<0.1%
1.25
1
<0.1%
1.15
1
<0.1%
1.0
16
<0.1%
0.98
5
<0.1%
0.96
4
<0.1%
0.94
1
<0.1%
0.93
2
<0.1%
0.91
5
<0.1%
0.88
2
<0.1%
0.86
2
<0.1%
0.84
1
<0.1%
0.83
4
<0.1%
0.81
5
<0.1%
isd_ic_mou_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_any_6
0.85
isd_ic_mou_7
0.74
spl_any_7
0.64
isd_ic_mou_8
0.55
spl_any_8
0.48
total_ic_mou_6
0.27
total_ic_mou_7
0.22
ic_others_7
0.17
total_ic_mou_8
0.15
ic_others_6
0.12
isd_og_mou_6
0.10
arpu_6
0.10
isd_og_mou_8
0.10
ic_others_8
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_8
0.03
monthly_2g_6
0.03
monthly_2g_7
0.02
night_pck_user_8
0.01
night_pck_user_6
0.01
night_pck_user_7
0.01
Churn
0.00
MOST FREQUENT VALUES

0.0
23,375
77.9%
0.01
129
0.4%
0.03
87
0.3%
0.05
67
0.2%
0.53
44
0.1%
0.46
39
0.1%
0.51
35
0.1%
0.5
34
0.1%
0.43
33
0.1%
0.06
31
0.1%
0.45
27
<0.1%
0.48
26
<0.1%
0.33
25
<0.1%
0.1
23
<0.1%
0.08
23
<0.1%
SMALLEST VALUES

0.0
23,375
77.9%
0.01
129
0.4%
0.03
87
0.3%
0.04
2
<0.1%
0.05
67
0.2%
0.06
31
0.1%
0.08
23
<0.1%
0.09
1
<0.1%
0.1
23
<0.1%
0.11
18
<0.1%
0.13
10
<0.1%
0.15
18
<0.1%
0.16
19
<0.1%
0.18
15
<0.1%
0.2
21
<0.1%
LARGEST VALUES

6789.41
1
<0.1%
3965.69
1
<0.1%
2138.98
1
<0.1%
1626.71
1
<0.1%
1624.54
1
<0.1%
1607.29
1
<0.1%
1549.06
1
<0.1%
1470.41
1
<0.1%
1405.78
1
<0.1%
1370.64
1
<0.1%
1299.49
1
<0.1%
1295.93
1
<0.1%
1270.54
1
<0.1%
1241.43
1
<0.1%
1223.58
1
<0.1%
isd_ic_mou_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_any_7
0.85
isd_ic_mou_6
0.74
isd_ic_mou_8
0.74
spl_any_6
0.63
spl_any_8
0.62
total_ic_mou_7
0.29
total_ic_mou_6
0.21
total_ic_mou_8
0.20
ic_others_7
0.19
ic_others_8
0.13
arpu_7
0.10
ic_others_6
0.10
isd_og_mou_7
0.09
isd_og_mou_8
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_8
0.02
monthly_2g_7
0.02
monthly_2g_6
0.01
night_pck_user_6
0.01
night_pck_user_8
0.01
night_pck_user_7
0.01
Churn
0.01
MOST FREQUENT VALUES

0.0
23,115
77.0%
0.01
62
0.2%
0.46
48
0.2%
0.05
39
0.1%
0.03
33
0.1%
0.45
30
<0.1%
0.43
30
<0.1%
0.33
29
<0.1%
0.2
28
<0.1%
0.06
28
<0.1%
0.36
28
<0.1%
0.28
26
<0.1%
0.48
26
<0.1%
0.25
25
<0.1%
0.26
25
<0.1%
SMALLEST VALUES

0.0
23,115
77.0%
0.01
62
0.2%
0.03
33
0.1%
0.05
39
0.1%
0.06
28
<0.1%
0.08
22
<0.1%
0.09
1
<0.1%
0.1
14
<0.1%
0.11
12
<0.1%
0.13
16
<0.1%
0.14
2
<0.1%
0.15
12
<0.1%
0.16
20
<0.1%
0.18
21
<0.1%
0.19
1
<0.1%
LARGEST VALUES

4747.91
1
<0.1%
4512.64
1
<0.1%
3657.08
1
<0.1%
2224.83
1
<0.1%
2043.41
1
<0.1%
2000.71
1
<0.1%
1778.48
1
<0.1%
1732.83
1
<0.1%
1704.23
1
<0.1%
1688.29
1
<0.1%
1679.54
1
<0.1%
1592.24
1
<0.1%
1545.63
1
<0.1%
1522.16
1
<0.1%
1455.89
1
<0.1%
isd_ic_mou_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

spl_any_8
0.83
isd_ic_mou_7
0.74
spl_any_7
0.64
isd_ic_mou_6
0.55
spl_any_6
0.48
total_ic_mou_8
0.27
total_ic_mou_7
0.23
ic_others_7
0.18
total_ic_mou_6
0.17
ic_others_8
0.16
arpu_8
0.11
ic_others_6
0.09
isd_og_mou_8
0.09
isd_og_mou_6
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.03
monthly_2g_8
0.02
monthly_2g_7
0.01
night_pck_user_6
0.01
night_pck_user_8
0.01
night_pck_user_7
0.01
monthly_2g_6
0.01
MOST FREQUENT VALUES

0.0
23,607
78.7%
0.46
55
0.2%
0.01
46
0.2%
0.48
43
0.1%
0.03
43
0.1%
0.45
39
0.1%
0.31
35
0.1%
0.33
35
0.1%
0.2
31
0.1%
0.3
29
<0.1%
0.05
29
<0.1%
0.38
28
<0.1%
0.26
27
<0.1%
0.43
27
<0.1%
0.41
25
<0.1%
SMALLEST VALUES

0.0
23,607
78.7%
0.01
46
0.2%
0.03
43
0.1%
0.05
29
<0.1%
0.06
16
<0.1%
0.08
23
<0.1%
0.09
1
<0.1%
0.1
17
<0.1%
0.11
10
<0.1%
0.13
10
<0.1%
0.15
12
<0.1%
0.16
24
<0.1%
0.18
14
<0.1%
0.2
31
0.1%
0.21
21
<0.1%
LARGEST VALUES

3432.88
1
<0.1%
2752.94
1
<0.1%
2396.69
1
<0.1%
2204.08
1
<0.1%
1824.19
1
<0.1%
1801.06
1
<0.1%
1745.99
1
<0.1%
1552.01
1
<0.1%
1404.76
1
<0.1%
1390.06
1
<0.1%
1384.03
1
<0.1%
1362.93
1
<0.1%
1358.26
1
<0.1%
1296.76
1
<0.1%
1285.88
1
<0.1%
ic_others_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ic_others_7
0.68
ic_others_8
0.64
spl_any_6
0.24
spl_any_7
0.19
spl_any_8
0.17
isd_ic_mou_6
0.12
total_ic_mou_6
0.11
isd_ic_mou_7
0.10
isd_ic_mou_8
0.09
total_ic_mou_7
0.09
total_ic_mou_8
0.07
local_any_6
0.04
spl_ic_mou_6
0.04
local_any_7
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.01
Churn
0.01
night_pck_user_8
0.00
monthly_2g_8
0.00
night_pck_user_7
0.00
monthly_2g_6
0.00
night_pck_user_6
0.00
MOST FREQUENT VALUES

0.0
22,293
74.3%
0.15
220
0.7%
0.48
218
0.7%
0.06
210
0.7%
0.08
200
0.7%
0.05
180
0.6%
0.1
172
0.6%
0.13
135
0.4%
0.33
124
0.4%
0.11
124
0.4%
0.2
107
0.4%
0.18
104
0.3%
0.3
99
0.3%
0.41
98
0.3%
0.03
98
0.3%
SMALLEST VALUES

0.0
22,293
74.3%
0.01
49
0.2%
0.03
98
0.3%
0.04
2
<0.1%
0.05
180
0.6%
0.06
210
0.7%
0.08
200
0.7%
0.09
5
<0.1%
0.1
172
0.6%
0.11
124
0.4%
0.13
135
0.4%
0.14
16
<0.1%
0.15
220
0.7%
0.16
98
0.3%
0.18
104
0.3%
LARGEST VALUES

1344.14
1
<0.1%
1178.99
1
<0.1%
585.91
1
<0.1%
476.86
1
<0.1%
450.19
1
<0.1%
344.24
1
<0.1%
343.26
1
<0.1%
341.81
1
<0.1%
331.93
1
<0.1%
301.94
1
<0.1%
275.34
1
<0.1%
256.04
1
<0.1%
254.34
1
<0.1%
242.06
1
<0.1%
218.73
1
<0.1%
ic_others_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ic_others_8
0.71
ic_others_6
0.68
spl_any_7
0.31
spl_any_8
0.26
spl_any_6
0.24
isd_ic_mou_7
0.19
isd_ic_mou_8
0.18
isd_ic_mou_6
0.17
total_ic_mou_7
0.13
total_ic_mou_8
0.10
total_ic_mou_6
0.10
og_others_8
0.07
arpu_8
0.03
isd_og_mou_8
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.01
monthly_2g_7
0.01
night_pck_user_8
0.00
monthly_2g_6
0.00
monthly_2g_8
0.00
night_pck_user_6
0.00
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
22,850
76.2%
0.1
139
0.5%
0.05
121
0.4%
0.11
118
0.4%
0.06
118
0.4%
0.13
113
0.4%
0.2
107
0.4%
0.46
103
0.3%
0.16
102
0.3%
0.08
102
0.3%
0.28
84
0.3%
0.48
83
0.3%
0.21
81
0.3%
0.26
80
0.3%
0.38
76
0.3%
SMALLEST VALUES

0.0
22,850
76.2%
0.01
42
0.1%
0.03
63
0.2%
0.04
1
<0.1%
0.05
121
0.4%
0.06
118
0.4%
0.08
102
0.3%
0.09
9
<0.1%
0.1
139
0.5%
0.11
118
0.4%
0.13
113
0.4%
0.14
7
<0.1%
0.15
71
0.2%
0.16
102
0.3%
0.18
73
0.2%
LARGEST VALUES

1495.94
1
<0.1%
816.48
1
<0.1%
619.08
1
<0.1%
613.49
1
<0.1%
501.49
1
<0.1%
484.01
1
<0.1%
448.94
1
<0.1%
428.39
1
<0.1%
422.28
1
<0.1%
414.59
1
<0.1%
394.74
1
<0.1%
358.33
1
<0.1%
352.38
1
<0.1%
321.58
1
<0.1%
301.63
1
<0.1%
ic_others_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ic_others_7
0.71
ic_others_6
0.64
spl_any_8
0.27
spl_any_7
0.22
spl_any_6
0.16
isd_ic_mou_8
0.16
isd_ic_mou_7
0.13
total_ic_mou_8
0.12
total_ic_mou_7
0.11
total_ic_mou_6
0.09
isd_ic_mou_6
0.08
og_others_8
0.06
local_any_8
0.05
local_any_7
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.02
night_pck_user_6
0.01
monthly_2g_6
0.01
night_pck_user_8
0.01
monthly_2g_7
0.00
night_pck_user_7
0.00
monthly_2g_8
0.00
MOST FREQUENT VALUES

0.0
22,579
75.3%
0.1
249
0.8%
0.06
220
0.7%
0.08
209
0.7%
0.13
143
0.5%
0.16
138
0.5%
0.23
113
0.4%
0.11
113
0.4%
0.21
109
0.4%
0.25
99
0.3%
0.26
95
0.3%
0.18
94
0.3%
0.31
91
0.3%
0.36
91
0.3%
0.05
89
0.3%
SMALLEST VALUES

0.0
22,579
75.3%
0.01
45
0.1%
0.03
61
0.2%
0.04
1
<0.1%
0.05
89
0.3%
0.06
220
0.7%
0.08
209
0.7%
0.09
10
<0.1%
0.1
249
0.8%
0.11
113
0.4%
0.13
143
0.5%
0.14
27
<0.1%
0.15
87
0.3%
0.16
138
0.5%
0.18
94
0.3%
LARGEST VALUES

1209.86
1
<0.1%
694.53
1
<0.1%
555.34
1
<0.1%
543.99
1
<0.1%
507.81
1
<0.1%
396.64
1
<0.1%
349.24
1
<0.1%
345.69
1
<0.1%
325.96
1
<0.1%
298.58
1
<0.1%
259.13
1
<0.1%
230.34
1
<0.1%
227.54
1
<0.1%
223.86
1
<0.1%
216.68
1
<0.1%
last_day_rch_amt_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

last_day_rch_amt_8
0.34
last_day_rch_amt_7
0.33
arpu_6
0.27
arpu_7
0.25
arpu_3g_6
0.22
arpu_8
0.22
arpu_2g_6
0.21
sachet_2g_7
-0.18
sachet_2g_6
-0.17
monthly_3g_6
0.17
arpu_3g_8
0.16
arpu_3g_7
0.16
sachet_2g_8
-0.16
arpu_2g_8
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.03
night_pck_user_7
0.03
night_pck_user_8
0.03
monthly_2g_6
0.03
monthly_2g_7
0.02
monthly_2g_8
0.01
Churn
0.01
MOST FREQUENT VALUES

110
6,039
20.1%
0
4,385
14.6%
30
2,724
9.1%
50
2,337
7.8%
120
1,551
5.2%
25
1,203
4.0%
20
1,084
3.6%
252
968
3.2%
10
890
3.0%
250
808
2.7%
154
781
2.6%
128
702
2.3%
200
461
1.5%
17
353
1.2%
44
308
1.0%
SMALLEST VALUES

0
4,385
14.6%
5
3
<0.1%
7
42
0.1%
9
59
0.2%
10
890
3.0%
12
5
<0.1%
13
2
<0.1%
14
161
0.5%
15
40
0.1%
17
353
1.2%
18
15
<0.1%
19
14
<0.1%
20
1,084
3.6%
21
13
<0.1%
22
11
<0.1%
LARGEST VALUES

4010
1
<0.1%
3350
1
<0.1%
3299
1
<0.1%
3100
2
<0.1%
3010
1
<0.1%
2933
1
<0.1%
2199
2
<0.1%
2100
5
<0.1%
2010
2
<0.1%
2000
5
<0.1%
1649
6
<0.1%
1580
1
<0.1%
1555
5
<0.1%
1500
5
<0.1%
1479
1
<0.1%
last_day_rch_amt_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

last_day_rch_amt_6
0.33
last_day_rch_amt_8
0.30
arpu_8
0.30
arpu_7
0.30
arpu_6
0.21
arpu_3g_7
0.19
arpu_2g_7
0.18
sachet_2g_7
-0.18
sachet_2g_6
-0.17
monthly_3g_7
0.15
sachet_2g_8
-0.15
arpu_3g_8
0.15
local_any_8
0.15
local_any_7
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.05
monthly_2g_7
0.03
night_pck_user_6
0.03
night_pck_user_7
0.03
night_pck_user_8
0.03
monthly_2g_6
0.01
monthly_2g_8
0.01
MOST FREQUENT VALUES

0
5,345
17.8%
110
2,667
8.9%
30
2,445
8.1%
50
2,285
7.6%
130
1,797
6.0%
128
1,706
5.7%
25
1,191
4.0%
20
1,000
3.3%
252
925
3.1%
10
830
2.8%
154
829
2.8%
250
751
2.5%
120
670
2.2%
150
658
2.2%
200
458
1.5%
SMALLEST VALUES

0
5,345
17.8%
1
2
<0.1%
4
1
<0.1%
5
3
<0.1%
7
65
0.2%
9
42
0.1%
10
830
2.8%
13
1
<0.1%
14
69
0.2%
15
32
0.1%
17
374
1.2%
18
17
<0.1%
20
1,000
3.3%
21
10
<0.1%
22
4
<0.1%
LARGEST VALUES

4010
1
<0.1%
3100
2
<0.1%
2933
1
<0.1%
2199
1
<0.1%
2100
7
<0.1%
2010
3
<0.1%
2000
4
<0.1%
1649
2
<0.1%
1580
1
<0.1%
1555
3
<0.1%
1500
4
<0.1%
1479
2
<0.1%
1255
1
<0.1%
1100
1
<0.1%
1098
12
<0.1%
last_day_rch_amt_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

last_day_rch_amt_6
0.34
arpu_8
0.32
last_day_rch_amt_7
0.30
arpu_7
0.25
arpu_3g_8
0.21
arpu_2g_8
0.20
arpu_6
0.20
local_any_8
0.19
monthly_3g_8
0.17
arpu_3g_7
0.16
sachet_2g_7
-0.16
local_any_7
0.15
sachet_2g_6
-0.15
arpu_2g_7
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.12
monthly_2g_8
0.05
night_pck_user_6
0.03
night_pck_user_8
0.03
night_pck_user_7
0.03
monthly_2g_7
0.02
monthly_2g_6
0.02
MOST FREQUENT VALUES

0
7,759
25.9%
130
4,746
15.8%
30
2,281
7.6%
50
2,177
7.3%
20
970
3.2%
25
920
3.1%
252
880
2.9%
10
846
2.8%
150
751
2.5%
250
743
2.5%
144
622
2.1%
154
524
1.7%
200
442
1.5%
100
373
1.2%
17
352
1.2%
SMALLEST VALUES

0
7,759
25.9%
1
1
<0.1%
4
1
<0.1%
5
2
<0.1%
7
100
0.3%
9
45
0.1%
10
846
2.8%
12
7
<0.1%
13
4
<0.1%
14
62
0.2%
15
25
<0.1%
17
352
1.2%
18
15
<0.1%
19
39
0.1%
20
970
3.2%
LARGEST VALUES

4449
2
<0.1%
3399
1
<0.1%
3299
1
<0.1%
3100
6
<0.1%
3010
1
<0.1%
3000
2
<0.1%
2199
1
<0.1%
2100
2
<0.1%
2010
1
<0.1%
2000
2
<0.1%
1699
1
<0.1%
1649
2
<0.1%
1580
2
<0.1%
1555
3
<0.1%
1500
1
<0.1%
arpu_3g_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_6
0.94
monthly_3g_6
0.83
data_used_6
0.72
arpu_3g_7
0.61
arpu_2g_7
0.60
arpu_3g_8
0.59
arpu_2g_8
0.58
total_rech_6
0.54
data_used_7
0.54
monthly_3g_7
0.53
monthly_3g_8
0.51
data_used_8
0.51
total_rech_6_7
0.49
total_rech_7
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.08
monthly_2g_6
0.08
monthly_2g_7
0.05
night_pck_user_8
0.05
night_pck_user_7
0.04
monthly_2g_8
0.04
Churn
0.00
MOST FREQUENT VALUES

0.0
19,364
64.5%
212.17
503
1.7%
63.96
275
0.9%
0.01
250
0.8%
122.07
217
0.7%
21.91
184
0.6%
212.18
109
0.4%
77.68
97
0.3%
35.0
86
0.3%
424.34
78
0.3%
0.02
67
0.2%
150.67
66
0.2%
67.55
56
0.2%
41.82
52
0.2%
151.11
47
0.2%
SMALLEST VALUES

-30.28
1
<0.1%
-20.37
1
<0.1%
-19.78
1
<0.1%
-19.28
1
<0.1%
-17.84
1
<0.1%
-17.18
1
<0.1%
-16.7
1
<0.1%
-15.95
1
<0.1%
-14.78
1
<0.1%
-14.24
1
<0.1%
-14.17
1
<0.1%
-12.27
1
<0.1%
-11.59
1
<0.1%
-10.9
1
<0.1%
-10.49
1
<0.1%
LARGEST VALUES

6362.28
1
<0.1%
5054.37
1
<0.1%
2919.93
1
<0.1%
2902.64
1
<0.1%
2882.55
1
<0.1%
2824.84
1
<0.1%
2805.97
1
<0.1%
2677.47
1
<0.1%
2653.67
1
<0.1%
2596.12
1
<0.1%
2542.75
1
<0.1%
2435.2
1
<0.1%
2434.2
1
<0.1%
2388.62
1
<0.1%
2371.64
1
<0.1%
arpu_3g_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_7
0.94
monthly_3g_7
0.84
data_used_7
0.73
arpu_3g_8
0.66
arpu_2g_8
0.65
arpu_3g_6
0.61
arpu_2g_6
0.60
data_used_8
0.58
monthly_3g_8
0.58
monthly_3g_6
0.55
total_rech_7
0.55
data_used_6
0.52
total_rech_6_7
0.49
total_rech_8
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.08
night_pck_user_7
0.06
night_pck_user_6
0.06
night_pck_user_8
0.05
monthly_2g_8
0.05
monthly_2g_6
0.04
Churn
0.03
MOST FREQUENT VALUES

0.0
19,146
63.8%
212.17
598
2.0%
0.01
400
1.3%
63.96
263
0.9%
122.07
194
0.6%
212.18
173
0.6%
21.91
172
0.6%
0.02
136
0.5%
150.67
89
0.3%
77.68
77
0.3%
0.03
60
0.2%
35.0
55
0.2%
424.34
55
0.2%
151.11
53
0.2%
224.0
48
0.2%
SMALLEST VALUES

-26.04
1
<0.1%
-17.99
1
<0.1%
-10.47
1
<0.1%
-9.26
1
<0.1%
-9.24
1
<0.1%
-5.97
1
<0.1%
-5.83
1
<0.1%
-4.12
1
<0.1%
-3.83
1
<0.1%
-3.73
1
<0.1%
-3.69
1
<0.1%
-2.75
1
<0.1%
-2.62
1
<0.1%
-2.57
1
<0.1%
-2.43
1
<0.1%
LARGEST VALUES

4980.9
1
<0.1%
3726.75
1
<0.1%
3455.62
1
<0.1%
3332.01
1
<0.1%
3214.47
1
<0.1%
2792.9
1
<0.1%
2728.31
1
<0.1%
2655.26
1
<0.1%
2624.13
1
<0.1%
2590.53
1
<0.1%
2478.06
1
<0.1%
2352.19
1
<0.1%
2294.03
1
<0.1%
2222.76
1
<0.1%
2139.59
1
<0.1%
arpu_3g_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_8
0.94
monthly_3g_8
0.84
data_used_8
0.73
arpu_3g_7
0.66
arpu_2g_7
0.64
arpu_3g_6
0.59
monthly_3g_7
0.58
arpu_2g_6
0.58
data_used_7
0.55
monthly_3g_6
0.52
total_rech_8
0.51
data_used_6
0.49
total_rech_6_7
0.37
total_rech_7
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.08
night_pck_user_8
0.07
monthly_2g_8
0.06
night_pck_user_7
0.04
monthly_2g_7
0.03
night_pck_user_6
0.03
monthly_2g_6
0.02
MOST FREQUENT VALUES

0.0
19,931
66.4%
212.17
476
1.6%
0.01
380
1.3%
63.96
178
0.6%
212.18
170
0.6%
122.07
159
0.5%
21.91
141
0.5%
0.02
124
0.4%
150.67
96
0.3%
424.34
61
0.2%
77.68
54
0.2%
35.0
53
0.2%
150.68
52
0.2%
0.03
42
0.1%
224.0
42
0.1%
SMALLEST VALUES

-24.49
1
<0.1%
-20.04
1
<0.1%
-13.81
1
<0.1%
-12.42
1
<0.1%
-12.04
1
<0.1%
-11.48
1
<0.1%
-10.37
1
<0.1%
-10.34
1
<0.1%
-10.28
1
<0.1%
-10.09
1
<0.1%
-8.36
1
<0.1%
-8.01
1
<0.1%
-5.79
1
<0.1%
-5.11
1
<0.1%
-4.88
1
<0.1%
LARGEST VALUES

3716.9
1
<0.1%
3483.62
1
<0.1%
3467.18
1
<0.1%
2938.78
1
<0.1%
2759.75
1
<0.1%
2532.77
1
<0.1%
2460.85
1
<0.1%
2418.33
1
<0.1%
2404.41
1
<0.1%
2139.56
1
<0.1%
2137.98
1
<0.1%
2127.48
1
<0.1%
2053.05
1
<0.1%
2031.7
1
<0.1%
2020.36
1
<0.1%
arpu_2g_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_3g_6
0.94
monthly_3g_6
0.84
data_used_6
0.73
arpu_2g_7
0.62
arpu_3g_7
0.60
arpu_2g_8
0.59
arpu_3g_8
0.58
total_rech_6
0.56
data_used_7
0.54
monthly_3g_7
0.53
data_used_8
0.52
monthly_3g_8
0.51
total_rech_6_7
0.50
total_rech_7
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.09
monthly_2g_6
0.08
night_pck_user_8
0.06
monthly_2g_7
0.05
night_pck_user_7
0.05
monthly_2g_8
0.04
Churn
0.00
MOST FREQUENT VALUES

0.0
16,989
56.6%
212.17
1,010
3.4%
63.96
376
1.3%
122.07
307
1.0%
424.34
262
0.9%
0.01
246
0.8%
150.67
137
0.5%
0.1
110
0.4%
0.02
109
0.4%
21.91
106
0.4%
77.68
103
0.3%
224.0
79
0.3%
389.0
77
0.3%
0.2
72
0.2%
636.51
68
0.2%
SMALLEST VALUES

-15.32
1
<0.1%
-11.08
1
<0.1%
-10.84
2
<0.1%
-10.19
1
<0.1%
-10.13
1
<0.1%
-9.69
1
<0.1%
-9.02
1
<0.1%
-8.34
1
<0.1%
-8.13
1
<0.1%
-7.71
1
<0.1%
-7.55
1
<0.1%
-7.44
1
<0.1%
-7.36
1
<0.1%
-7.23
1
<0.1%
-6.73
1
<0.1%
LARGEST VALUES

6433.76
1
<0.1%
5054.35
1
<0.1%
2919.92
1
<0.1%
2902.84
1
<0.1%
2824.79
1
<0.1%
2782.48
1
<0.1%
2655.24
1
<0.1%
2572.08
1
<0.1%
2435.79
1
<0.1%
2371.63
1
<0.1%
2369.34
1
<0.1%
2286.58
1
<0.1%
2116.21
1
<0.1%
1806.61
1
<0.1%
1790.83
1
<0.1%
arpu_2g_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_3g_7
0.94
monthly_3g_7
0.85
data_used_7
0.73
arpu_2g_8
0.66
arpu_3g_8
0.64
arpu_2g_6
0.62
arpu_3g_6
0.60
data_used_8
0.59
monthly_3g_8
0.58
total_rech_7
0.55
monthly_3g_6
0.55
data_used_6
0.53
total_rech_6_7
0.50
total_rech_8
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.08
night_pck_user_7
0.08
night_pck_user_8
0.07
night_pck_user_6
0.06
monthly_2g_6
0.05
monthly_2g_8
0.04
Churn
0.03
MOST FREQUENT VALUES

0.0
17,155
57.2%
212.17
1,118
3.7%
63.96
353
1.2%
0.01
340
1.1%
424.34
319
1.1%
122.07
267
0.9%
150.67
187
0.6%
0.02
112
0.4%
0.1
106
0.4%
224.0
102
0.3%
389.0
86
0.3%
21.91
81
0.3%
77.68
80
0.3%
0.2
72
0.2%
35.0
71
0.2%
SMALLEST VALUES

-15.48
1
<0.1%
-13.09
1
<0.1%
-12.78
1
<0.1%
-7.49
1
<0.1%
-5.24
1
<0.1%
-3.97
1
<0.1%
-3.89
1
<0.1%
-3.69
1
<0.1%
-3.4
1
<0.1%
-1.81
1
<0.1%
-1.64
1
<0.1%
-1.42
1
<0.1%
-1.29
1
<0.1%
-1.24
1
<0.1%
-1.04
1
<0.1%
LARGEST VALUES

4809.36
1
<0.1%
3726.73
1
<0.1%
3214.46
1
<0.1%
2723.0
2
<0.1%
2668.8
1
<0.1%
2655.24
1
<0.1%
2614.28
1
<0.1%
2584.2
1
<0.1%
2222.75
1
<0.1%
2200.2
1
<0.1%
2139.55
1
<0.1%
2101.13
1
<0.1%
2062.62
1
<0.1%
2057.6
1
<0.1%
2037.41
1
<0.1%
arpu_2g_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_3g_8
0.94
monthly_3g_8
0.85
data_used_8
0.74
arpu_2g_7
0.66
arpu_3g_7
0.65
arpu_2g_6
0.59
monthly_3g_7
0.59
arpu_3g_6
0.58
data_used_7
0.56
monthly_3g_6
0.53
total_rech_8
0.52
data_used_6
0.50
total_rech_6_7
0.38
total_rech_7
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.08
night_pck_user_8
0.08
monthly_2g_8
0.07
night_pck_user_7
0.05
night_pck_user_6
0.04
monthly_2g_7
0.04
monthly_2g_6
0.03
MOST FREQUENT VALUES

0.0
18,506
61.7%
212.17
1,080
3.6%
0.01
291
1.0%
424.34
272
0.9%
150.67
262
0.9%
63.96
260
0.9%
122.07
248
0.8%
0.1
107
0.4%
21.91
104
0.3%
0.02
95
0.3%
224.0
91
0.3%
389.0
89
0.3%
0.2
74
0.2%
0.3
73
0.2%
77.68
72
0.2%
SMALLEST VALUES

-24.43
1
<0.1%
-12.44
1
<0.1%
-10.37
1
<0.1%
-9.19
1
<0.1%
-9.1
1
<0.1%
-8.79
1
<0.1%
-6.93
1
<0.1%
-5.18
1
<0.1%
-5.14
1
<0.1%
-4.71
1
<0.1%
-4.6
1
<0.1%
-3.99
1
<0.1%
-3.84
1
<0.1%
-3.24
1
<0.1%
-3.13
1
<0.1%
LARGEST VALUES

3467.17
1
<0.1%
3236.77
1
<0.1%
2887.38
1
<0.1%
2655.24
1
<0.1%
2447.57
1
<0.1%
2309.37
1
<0.1%
2280.79
1
<0.1%
2139.55
2
<0.1%
2001.51
1
<0.1%
1947.1
1
<0.1%
1933.8
1
<0.1%
1930.37
1
<0.1%
1921.36
1
<0.1%
1840.83
1
<0.1%
1777.35
1
<0.1%
night_pck_user_6
MISSING:
---
TOP CATEGORIES

0.0
29,594
99%
1.0
407
1%
ALL
30,001
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
night_pck_user_6
PROVIDES INFORMATION ON...

night_pck_user_7
0.31
night_pck_user_8
0.25
monthly_2g_8
0.00
monthly_2g_7
0.00
Churn
0.00
monthly_2g_6
0.00

THESE FEATURES
GIVE INFORMATION
ON night_pck_user_6:

night_pck_user_7
0.29
night_pck_user_8
0.22
monthly_2g_8
0.00
monthly_2g_7
0.00
monthly_2g_6
0.00
Churn
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
night_pck_user_6
CORRELATION RATIO WITH...

sachet_3g_6
0.27
sachet_3g_7
0.19
data_used_6
0.15
sachet_3g_8
0.14
total_rech_6
0.13
total_rech_6_7
0.12
data_used_7
0.11
sachet_2g_6
0.11
arpu_2g_6
0.09
data_used_8
0.09
spl_og_mou_6
0.08
arpu_3g_6
0.08
total_rech_7
0.08
sachet_2g_8
0.07
night_pck_user_7
MISSING:
---
TOP CATEGORIES

0.0
29,626
99%
1.0
375
1%
ALL
30,001
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
night_pck_user_7
PROVIDES INFORMATION ON...

night_pck_user_8
0.37
night_pck_user_6
0.29
Churn
0.00
monthly_2g_7
0.00
monthly_2g_6
0.00
monthly_2g_8
0.00

THESE FEATURES
GIVE INFORMATION
ON night_pck_user_7:

night_pck_user_8
0.35
night_pck_user_6
0.31
monthly_2g_7
0.00
monthly_2g_6
0.00
Churn
0.00
monthly_2g_8
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
night_pck_user_7
CORRELATION RATIO WITH...

sachet_3g_7
0.24
sachet_3g_6
0.21
sachet_3g_8
0.19
data_used_7
0.13
data_used_8
0.11
total_rech_7
0.11
total_rech_6_7
0.10
data_used_6
0.10
sachet_2g_7
0.09
spl_og_mou_7
0.08
sachet_2g_8
0.08
total_rech_8
0.08
arpu_2g_7
0.08
sachet_2g_6
0.07
night_pck_user_8
MISSING:
---
TOP CATEGORIES

0.0
29,660
99%
1.0
341
1%
ALL
30,001
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
night_pck_user_8
PROVIDES INFORMATION ON...

night_pck_user_7
0.35
night_pck_user_6
0.22
Churn
0.00
monthly_2g_6
0.00
monthly_2g_8
0.00
monthly_2g_7
0.00

THESE FEATURES
GIVE INFORMATION
ON night_pck_user_8:

night_pck_user_7
0.37
night_pck_user_6
0.25
Churn
0.00
monthly_2g_6
0.00
monthly_2g_7
0.00
monthly_2g_8
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
night_pck_user_8
CORRELATION RATIO WITH...

sachet_3g_8
0.25
sachet_3g_7
0.21
sachet_3g_6
0.20
data_used_8
0.14
total_rech_8
0.12
data_used_7
0.11
total_rech_6_7
0.11
sachet_2g_8
0.11
data_used_6
0.11
total_rech_7
0.10
total_rech_6
0.09
spl_og_mou_8
0.08
arpu_2g_8
0.08
sachet_2g_6
0.07
monthly_2g_6
MISSING:
---
TOP CATEGORIES

0
25,394
85%
1
4,021
13%
2
551
2%
3
28
<1%
4
7
<1%
ALL
30,001
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
monthly_2g_6
PROVIDES INFORMATION ON...

monthly_2g_7
0.24
monthly_2g_8
0.23
Churn
0.01
night_pck_user_8
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00

THESE FEATURES
GIVE INFORMATION
ON monthly_2g_6:

monthly_2g_7
0.25
monthly_2g_8
0.21
Churn
0.00
night_pck_user_8
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
monthly_2g_6
CORRELATION RATIO WITH...

data_used_6
0.25
data_used_7
0.19
data_used_8
0.17
total_og_mou_7
0.15
std_any_7
0.14
total_og_mou_6
0.14
std_any_6
0.14
total_og_mou_8
0.12
std_any_8
0.12
sachet_2g_6
0.10
sachet_2g_7
0.10
monthly_3g_6
0.09
arpu_7
0.08
arpu_2g_6
0.08
monthly_2g_7
MISSING:
---
TOP CATEGORIES

0
25,241
84%
1
4,071
14%
2
649
2%
3
33
<1%
4
5
<1%
5
2
<1%
ALL
30,001
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
monthly_2g_7
PROVIDES INFORMATION ON...

monthly_2g_8
0.28
monthly_2g_6
0.25
Churn
0.01
night_pck_user_8
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00

THESE FEATURES
GIVE INFORMATION
ON monthly_2g_7:

monthly_2g_8
0.25
monthly_2g_6
0.24
Churn
0.01
night_pck_user_8
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
monthly_2g_7
CORRELATION RATIO WITH...

data_used_7
0.25
data_used_8
0.20
data_used_6
0.17
total_og_mou_6
0.15
std_any_6
0.15
total_og_mou_7
0.14
std_any_7
0.14
total_og_mou_8
0.11
std_any_8
0.11
sachet_2g_7
0.11
monthly_3g_7
0.09
arpu_6
0.09
sachet_2g_8
0.08
arpu_2g_7
0.08
monthly_2g_8
MISSING:
---
TOP CATEGORIES

0
25,854
86%
1
3,737
12%
2
370
1%
3
30
<1%
4
8
<1%
5
2
<1%
ALL
30,001
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
monthly_2g_8
PROVIDES INFORMATION ON...

monthly_2g_7
0.25
monthly_2g_6
0.21
Churn
0.03
night_pck_user_6
0.00
night_pck_user_8
0.00
night_pck_user_7
0.00

THESE FEATURES
GIVE INFORMATION
ON monthly_2g_8:

monthly_2g_7
0.28
monthly_2g_6
0.23
Churn
0.02
night_pck_user_6
0.00
night_pck_user_8
0.00
night_pck_user_7
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
monthly_2g_8
CORRELATION RATIO WITH...

data_used_8
0.26
data_used_7
0.20
data_used_6
0.17
std_any_6
0.14
total_og_mou_6
0.13
std_any_7
0.13
total_og_mou_7
0.13
std_any_8
0.10
total_og_mou_8
0.09
monthly_3g_8
0.08
sachet_2g_8
0.08
arpu_2g_8
0.07
total_rech_8
0.07
arpu_6
0.07
sachet_2g_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sachet_2g_7
0.70
sachet_2g_8
0.59
total_rech_6
0.38
total_rech_6_7
0.36
total_rech_7
0.24
total_og_mou_7
-0.20
total_rech_8
0.19
total_og_mou_6
-0.19
arpu_7
-0.18
last_day_rch_amt_6
-0.17
last_day_rch_amt_7
-0.17
total_og_mou_8
-0.17
sachet_3g_6
0.16
arpu_6
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.11
monthly_2g_6
0.10
night_pck_user_7
0.07
night_pck_user_8
0.07
monthly_2g_7
0.07
monthly_2g_8
0.05
Churn
0.00
MOST FREQUENT VALUES

0
21,256
70.9%
1
3,100
10.3%
2
1,505
5.0%
3
940
3.1%
4
742
2.5%
5
516
1.7%
6
444
1.5%
7
339
1.1%
8
291
1.0%
9
229
0.8%
10
194
0.6%
11
119
0.4%
12
111
0.4%
13
53
0.2%
14
44
0.1%
SMALLEST VALUES

0
21,256
70.9%
1
3,100
10.3%
2
1,505
5.0%
3
940
3.1%
4
742
2.5%
5
516
1.7%
6
444
1.5%
7
339
1.1%
8
291
1.0%
9
229
0.8%
10
194
0.6%
11
119
0.4%
12
111
0.4%
13
53
0.2%
14
44
0.1%
LARGEST VALUES

42
1
<0.1%
39
1
<0.1%
34
1
<0.1%
32
1
<0.1%
30
1
<0.1%
27
1
<0.1%
25
3
<0.1%
24
3
<0.1%
22
7
<0.1%
21
5
<0.1%
20
6
<0.1%
19
13
<0.1%
18
13
<0.1%
17
18
<0.1%
16
16
<0.1%
sachet_2g_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sachet_2g_8
0.72
sachet_2g_6
0.70
total_rech_7
0.42
total_rech_6_7
0.37
total_rech_8
0.25
total_rech_6
0.21
total_og_mou_6
-0.19
arpu_6
-0.19
last_day_rch_amt_6
-0.18
total_og_mou_7
-0.18
last_day_rch_amt_7
-0.18
sachet_3g_7
0.17
last_day_rch_amt_8
-0.16
total_og_mou_8
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.11
monthly_2g_6
0.10
night_pck_user_7
0.09
night_pck_user_8
0.06
monthly_2g_8
0.06
night_pck_user_6
0.06
Churn
0.04
MOST FREQUENT VALUES

0
20,986
70.0%
1
2,793
9.3%
2
1,439
4.8%
3
869
2.9%
4
853
2.8%
5
694
2.3%
6
598
2.0%
7
416
1.4%
8
357
1.2%
10
243
0.8%
9
204
0.7%
11
159
0.5%
12
130
0.4%
14
55
0.2%
13
55
0.2%
SMALLEST VALUES

0
20,986
70.0%
1
2,793
9.3%
2
1,439
4.8%
3
869
2.9%
4
853
2.8%
5
694
2.3%
6
598
2.0%
7
416
1.4%
8
357
1.2%
9
204
0.7%
10
243
0.8%
11
159
0.5%
12
130
0.4%
13
55
0.2%
14
55
0.2%
LARGEST VALUES

48
1
<0.1%
42
1
<0.1%
35
1
<0.1%
32
2
<0.1%
30
2
<0.1%
29
1
<0.1%
28
1
<0.1%
27
3
<0.1%
26
3
<0.1%
25
1
<0.1%
24
2
<0.1%
23
6
<0.1%
22
5
<0.1%
21
5
<0.1%
20
11
<0.1%
sachet_2g_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sachet_2g_7
0.72
sachet_2g_6
0.59
total_rech_8
0.44
total_rech_7
0.28
total_rech_6_7
0.28
sachet_3g_8
0.23
total_rech_6
0.20
sachet_3g_7
0.17
total_og_mou_6
-0.16
last_day_rch_amt_6
-0.16
last_day_rch_amt_7
-0.15
arpu_6
-0.15
total_og_mou_7
-0.15
last_day_rch_amt_8
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_8
0.11
Churn
0.09
monthly_2g_7
0.08
night_pck_user_7
0.08
monthly_2g_8
0.08
monthly_2g_6
0.07
night_pck_user_6
0.07
MOST FREQUENT VALUES

0
21,451
71.5%
1
3,090
10.3%
2
1,343
4.5%
3
879
2.9%
4
736
2.5%
5
622
2.1%
6
464
1.5%
7
299
1.0%
8
278
0.9%
9
197
0.7%
10
169
0.6%
11
132
0.4%
12
101
0.3%
14
61
0.2%
13
49
0.2%
SMALLEST VALUES

0
21,451
71.5%
1
3,090
10.3%
2
1,343
4.5%
3
879
2.9%
4
736
2.5%
5
622
2.1%
6
464
1.5%
7
299
1.0%
8
278
0.9%
9
197
0.7%
10
169
0.6%
11
132
0.4%
12
101
0.3%
13
49
0.2%
14
61
0.2%
LARGEST VALUES

44
1
<0.1%
34
2
<0.1%
33
1
<0.1%
32
2
<0.1%
31
1
<0.1%
29
2
<0.1%
27
2
<0.1%
26
1
<0.1%
25
3
<0.1%
24
6
<0.1%
23
2
<0.1%
22
4
<0.1%
21
2
<0.1%
20
9
<0.1%
19
10
<0.1%
monthly_3g_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_6
0.84
arpu_3g_6
0.83
monthly_3g_7
0.61
data_used_6
0.59
monthly_3g_8
0.57
arpu_2g_7
0.55
arpu_3g_7
0.55
arpu_2g_8
0.53
arpu_3g_8
0.52
data_used_7
0.45
total_rech_6
0.42
data_used_8
0.41
total_rech_6_7
0.38
total_rech_7
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.09
monthly_2g_7
0.06
monthly_2g_8
0.04
night_pck_user_6
0.03
night_pck_user_8
0.01
Churn
0.01
night_pck_user_7
0.00
MOST FREQUENT VALUES

0
25,342
84.5%
1
3,431
11.4%
2
852
2.8%
3
237
0.8%
4
76
0.3%
5
34
0.1%
6
12
<0.1%
7
9
<0.1%
8
3
<0.1%
9
2
<0.1%
11
2
<0.1%
14
1
<0.1%
SMALLEST VALUES

0
25,342
84.5%
1
3,431
11.4%
2
852
2.8%
3
237
0.8%
4
76
0.3%
5
34
0.1%
6
12
<0.1%
7
9
<0.1%
8
3
<0.1%
9
2
<0.1%
11
2
<0.1%
14
1
<0.1%
LARGEST VALUES

14
1
<0.1%
11
2
<0.1%
9
2
<0.1%
8
3
<0.1%
7
9
<0.1%
6
12
<0.1%
5
34
0.1%
4
76
0.3%
3
237
0.8%
2
852
2.8%
1
3,431
11.4%
0
25,342
84.5%
monthly_3g_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_7
0.85
arpu_3g_7
0.84
monthly_3g_8
0.65
monthly_3g_6
0.61
data_used_7
0.61
arpu_2g_8
0.59
arpu_3g_8
0.58
arpu_2g_6
0.53
arpu_3g_6
0.53
data_used_8
0.48
total_rech_7
0.45
data_used_6
0.42
total_rech_6_7
0.39
total_rech_8
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.09
monthly_2g_8
0.05
monthly_2g_6
0.05
Churn
0.04
night_pck_user_6
0.01
night_pck_user_8
0.01
night_pck_user_7
0.01
MOST FREQUENT VALUES

0
25,306
84.4%
1
3,294
11.0%
2
1,007
3.4%
3
227
0.8%
4
74
0.2%
5
42
0.1%
6
26
<0.1%
7
10
<0.1%
8
5
<0.1%
9
4
<0.1%
11
2
<0.1%
12
1
<0.1%
14
1
<0.1%
10
1
<0.1%
16
1
<0.1%
SMALLEST VALUES

0
25,306
84.4%
1
3,294
11.0%
2
1,007
3.4%
3
227
0.8%
4
74
0.2%
5
42
0.1%
6
26
<0.1%
7
10
<0.1%
8
5
<0.1%
9
4
<0.1%
10
1
<0.1%
11
2
<0.1%
12
1
<0.1%
14
1
<0.1%
16
1
<0.1%
LARGEST VALUES

16
1
<0.1%
14
1
<0.1%
12
1
<0.1%
11
2
<0.1%
10
1
<0.1%
9
4
<0.1%
8
5
<0.1%
7
10
<0.1%
6
26
<0.1%
5
42
0.1%
4
74
0.2%
3
227
0.8%
2
1,007
3.4%
1
3,294
11.0%
0
25,306
84.4%
monthly_3g_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_8
0.85
arpu_3g_8
0.84
monthly_3g_7
0.65
data_used_8
0.61
arpu_2g_7
0.58
arpu_3g_7
0.58
monthly_3g_6
0.57
arpu_3g_6
0.51
arpu_2g_6
0.51
data_used_7
0.47
data_used_6
0.40
total_rech_8
0.40
total_rech_6_7
0.28
total_rech_7
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_8
0.08
Churn
0.07
monthly_2g_7
0.04
monthly_2g_6
0.02
night_pck_user_8
0.01
night_pck_user_7
0.00
night_pck_user_6
0.00
MOST FREQUENT VALUES

0
25,605
85.3%
1
3,133
10.4%
2
884
2.9%
3
224
0.7%
4
91
0.3%
5
32
0.1%
6
14
<0.1%
7
9
<0.1%
8
3
<0.1%
9
3
<0.1%
10
2
<0.1%
16
1
<0.1%
SMALLEST VALUES

0
25,605
85.3%
1
3,133
10.4%
2
884
2.9%
3
224
0.7%
4
91
0.3%
5
32
0.1%
6
14
<0.1%
7
9
<0.1%
8
3
<0.1%
9
3
<0.1%
10
2
<0.1%
16
1
<0.1%
LARGEST VALUES

16
1
<0.1%
10
2
<0.1%
9
3
<0.1%
8
3
<0.1%
7
9
<0.1%
6
14
<0.1%
5
32
0.1%
4
91
0.3%
3
224
0.7%
2
884
2.9%
1
3,133
10.4%
0
25,605
85.3%
sachet_3g_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sachet_3g_7
0.67
sachet_3g_8
0.50
total_rech_6
0.41
total_rech_6_7
0.39
total_rech_7
0.26
total_rech_8
0.24
arpu_2g_6
0.21
arpu_3g_6
0.21
data_used_6
0.19
sachet_2g_6
0.16
data_used_7
0.16
arpu_2g_7
0.15
arpu_3g_7
0.15
data_used_8
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.27
night_pck_user_7
0.21
night_pck_user_8
0.20
monthly_2g_6
0.05
monthly_2g_7
0.03
monthly_2g_8
0.03
Churn
0.01
MOST FREQUENT VALUES

0
26,768
89.2%
1
2,184
7.3%
2
507
1.7%
3
192
0.6%
4
102
0.3%
5
62
0.2%
7
44
0.1%
6
41
0.1%
9
23
<0.1%
8
20
<0.1%
10
12
<0.1%
11
10
<0.1%
15
5
<0.1%
19
4
<0.1%
12
4
<0.1%
SMALLEST VALUES

0
26,768
89.2%
1
2,184
7.3%
2
507
1.7%
3
192
0.6%
4
102
0.3%
5
62
0.2%
6
41
0.1%
7
44
0.1%
8
20
<0.1%
9
23
<0.1%
10
12
<0.1%
11
10
<0.1%
12
4
<0.1%
13
3
<0.1%
14
4
<0.1%
LARGEST VALUES

29
2
<0.1%
28
1
<0.1%
23
3
<0.1%
22
3
<0.1%
21
1
<0.1%
19
4
<0.1%
18
3
<0.1%
17
1
<0.1%
16
2
<0.1%
15
5
<0.1%
14
4
<0.1%
13
3
<0.1%
12
4
<0.1%
11
10
<0.1%
10
12
<0.1%
sachet_3g_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sachet_3g_8
0.67
sachet_3g_6
0.67
total_rech_7
0.45
total_rech_6_7
0.43
total_rech_8
0.32
total_rech_6
0.28
arpu_2g_7
0.23
arpu_3g_7
0.23
data_used_7
0.21
sachet_2g_7
0.17
sachet_2g_8
0.17
arpu_2g_8
0.16
arpu_3g_8
0.16
data_used_8
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_7
0.24
night_pck_user_8
0.21
night_pck_user_6
0.19
monthly_2g_7
0.05
monthly_2g_6
0.04
monthly_2g_8
0.03
Churn
0.00
MOST FREQUENT VALUES

0
26,807
89.4%
1
2,027
6.8%
2
521
1.7%
3
209
0.7%
4
120
0.4%
5
101
0.3%
6
64
0.2%
7
31
0.1%
9
20
<0.1%
8
19
<0.1%
12
13
<0.1%
10
13
<0.1%
11
13
<0.1%
15
7
<0.1%
14
6
<0.1%
SMALLEST VALUES

0
26,807
89.4%
1
2,027
6.8%
2
521
1.7%
3
209
0.7%
4
120
0.4%
5
101
0.3%
6
64
0.2%
7
31
0.1%
8
19
<0.1%
9
20
<0.1%
10
13
<0.1%
11
13
<0.1%
12
13
<0.1%
13
5
<0.1%
14
6
<0.1%
LARGEST VALUES

35
1
<0.1%
33
1
<0.1%
31
1
<0.1%
24
2
<0.1%
22
3
<0.1%
21
2
<0.1%
20
3
<0.1%
19
3
<0.1%
18
5
<0.1%
17
2
<0.1%
16
2
<0.1%
15
7
<0.1%
14
6
<0.1%
13
5
<0.1%
12
13
<0.1%
sachet_3g_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sachet_3g_7
0.67
total_rech_8
0.54
sachet_3g_6
0.50
total_rech_6_7
0.34
total_rech_7
0.32
arpu_2g_8
0.26
arpu_3g_8
0.26
total_rech_6
0.25
sachet_2g_8
0.23
data_used_8
0.22
arpu_2g_7
0.17
arpu_3g_7
0.17
data_used_7
0.16
sachet_2g_7
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_8
0.25
night_pck_user_7
0.19
night_pck_user_6
0.14
monthly_2g_8
0.04
Churn
0.04
monthly_2g_6
0.03
monthly_2g_7
0.03
MOST FREQUENT VALUES

0
27,341
91.1%
1
1,657
5.5%
2
404
1.3%
3
192
0.6%
4
110
0.4%
5
88
0.3%
6
44
0.1%
7
35
0.1%
8
30
<0.1%
9
19
<0.1%
10
15
<0.1%
12
11
<0.1%
13
11
<0.1%
11
8
<0.1%
15
6
<0.1%
SMALLEST VALUES

0
27,341
91.1%
1
1,657
5.5%
2
404
1.3%
3
192
0.6%
4
110
0.4%
5
88
0.3%
6
44
0.1%
7
35
0.1%
8
30
<0.1%
9
19
<0.1%
10
15
<0.1%
11
8
<0.1%
12
11
<0.1%
13
11
<0.1%
14
6
<0.1%
LARGEST VALUES

41
1
<0.1%
38
1
<0.1%
30
2
<0.1%
29
1
<0.1%
27
1
<0.1%
25
1
<0.1%
23
2
<0.1%
21
3
<0.1%
20
3
<0.1%
19
1
<0.1%
18
3
<0.1%
17
2
<0.1%
16
3
<0.1%
15
6
<0.1%
14
6
<0.1%
aon
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

local_any_8
0.22
local_any_7
0.20
local_any_6
0.20
total_ic_mou_8
0.16
total_ic_mou_6
0.15
total_ic_mou_7
0.15
last_day_rch_amt_8
0.15
std_any_7
-0.14
std_any_6
-0.14
last_day_rch_amt_7
0.13
last_day_rch_amt_6
0.12
sachet_2g_6
-0.11
sachet_2g_7
-0.11
std_any_8
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.11
monthly_2g_8
0.06
monthly_2g_6
0.05
monthly_2g_7
0.05
night_pck_user_7
0.04
night_pck_user_6
0.04
night_pck_user_8
0.03
MOST FREQUENT VALUES

3651
460
1.5%
2372
181
0.6%
495
114
0.4%
494
85
0.3%
492
74
0.2%
489
66
0.2%
480
60
0.2%
496
60
0.2%
479
58
0.2%
488
58
0.2%
342
57
0.2%
493
56
0.2%
481
52
0.2%
487
50
0.2%
485
50
0.2%
SMALLEST VALUES

180
15
<0.1%
181
48
0.2%
182
27
<0.1%
183
23
<0.1%
184
41
0.1%
185
37
0.1%
186
35
0.1%
187
36
0.1%
188
39
0.1%
189
31
0.1%
190
14
<0.1%
191
31
0.1%
192
29
<0.1%
193
22
<0.1%
194
50
0.2%
LARGEST VALUES

4321
1
<0.1%
4319
1
<0.1%
4235
1
<0.1%
4197
8
<0.1%
4194
2
<0.1%
4193
5
<0.1%
4192
7
<0.1%
3998
1
<0.1%
3955
3
<0.1%
3954
3
<0.1%
3941
2
<0.1%
3906
1
<0.1%
3894
2
<0.1%
3821
13
<0.1%
3766
1
<0.1%
total_rech_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_rech_6_7
0.84
arpu_2g_6
0.56
arpu_3g_6
0.54
data_used_6
0.48
total_rech_7
0.44
arpu_6
0.42
monthly_3g_6
0.42
sachet_3g_6
0.41
total_rech_8
0.39
sachet_2g_6
0.38
data_used_7
0.32
data_used_8
0.29
arpu_2g_7
0.29
arpu_2g_8
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.13
night_pck_user_8
0.09
night_pck_user_7
0.07
monthly_2g_6
0.06
monthly_2g_7
0.03
monthly_2g_8
0.02
Churn
0.01
MOST FREQUENT VALUES

0.0
457
1.5%
504.0
301
1.0%
550.0
200
0.7%
500.0
154
0.5%
760.0
153
0.5%
1000.0
144
0.5%
600.0
136
0.5%
660.0
128
0.4%
750.0
114
0.4%
308.0
110
0.4%
586.0
100
0.3%
440.0
100
0.3%
510.0
98
0.3%
476.0
84
0.3%
700.0
84
0.3%
SMALLEST VALUES

0.0
457
1.5%
7.0
3
<0.1%
10.0
19
<0.1%
15.0
2
<0.1%
17.0
1
<0.1%
18.0
2
<0.1%
20.0
16
<0.1%
23.0
5
<0.1%
25.0
2
<0.1%
26.0
1
<0.1%
28.0
5
<0.1%
30.0
38
0.1%
33.0
3
<0.1%
34.0
4
<0.1%
36.0
6
<0.1%
LARGEST VALUES

113458.0
1
<0.1%
57866.0
1
<0.1%
55143.0
1
<0.1%
38137.5
1
<0.1%
35190.0
1
<0.1%
31691.0
1
<0.1%
29600.0
1
<0.1%
29280.0
1
<0.1%
26348.0
1
<0.1%
26235.0
1
<0.1%
25813.0
1
<0.1%
25644.0
1
<0.1%
23969.0
1
<0.1%
23737.0
1
<0.1%
23357.0
1
<0.1%
total_rech_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_rech_6_7
0.86
arpu_2g_7
0.55
arpu_3g_7
0.55
total_rech_8
0.53
data_used_7
0.51
monthly_3g_7
0.45
sachet_3g_7
0.45
total_rech_6
0.44
sachet_2g_7
0.42
arpu_7
0.42
data_used_8
0.38
arpu_2g_8
0.36
arpu_3g_8
0.35
sachet_3g_8
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_7
0.11
night_pck_user_8
0.10
night_pck_user_6
0.08
monthly_2g_7
0.06
monthly_2g_6
0.05
Churn
0.04
monthly_2g_8
0.02
MOST FREQUENT VALUES

0.0
568
1.9%
504.0
307
1.0%
550.0
192
0.6%
500.0
162
0.5%
760.0
124
0.4%
600.0
124
0.4%
1000.0
121
0.4%
750.0
115
0.4%
586.0
105
0.3%
660.0
103
0.3%
308.0
103
0.3%
440.0
100
0.3%
570.0
90
0.3%
480.0
87
0.3%
490.0
79
0.3%
SMALLEST VALUES

0.0
568
1.9%
7.0
1
<0.1%
9.0
1
<0.1%
10.0
14
<0.1%
14.0
1
<0.1%
15.0
1
<0.1%
20.0
12
<0.1%
23.0
3
<0.1%
25.0
4
<0.1%
26.0
5
<0.1%
27.0
1
<0.1%
28.0
3
<0.1%
30.0
29
<0.1%
33.0
3
<0.1%
34.0
6
<0.1%
LARGEST VALUES

56075.0
1
<0.1%
49438.0
1
<0.1%
44250.0
1
<0.1%
43514.0
1
<0.1%
40335.0
1
<0.1%
37589.0
1
<0.1%
33631.0
1
<0.1%
32122.0
1
<0.1%
31277.0
1
<0.1%
31075.0
1
<0.1%
30721.0
1
<0.1%
29046.0
1
<0.1%
28391.0
1
<0.1%
27084.0
1
<0.1%
26827.0
1
<0.1%
total_rech_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_rech_6_7
0.54
sachet_3g_8
0.54
total_rech_7
0.53
arpu_2g_8
0.52
arpu_3g_8
0.51
data_used_8
0.49
sachet_2g_8
0.44
arpu_8
0.44
monthly_3g_8
0.40
total_rech_6
0.39
sachet_3g_7
0.32
data_used_7
0.31
arpu_2g_7
0.30
arpu_3g_7
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.12
night_pck_user_8
0.12
night_pck_user_7
0.08
monthly_2g_8
0.07
night_pck_user_6
0.06
monthly_2g_6
0.03
monthly_2g_7
0.03
MOST FREQUENT VALUES

0.0
2,064
6.9%
504.0
286
1.0%
500.0
170
0.6%
308.0
161
0.5%
130.0
160
0.5%
50.0
120
0.4%
260.0
114
0.4%
390.0
113
0.4%
650.0
109
0.4%
30.0
107
0.4%
250.0
107
0.4%
438.0
105
0.3%
1000.0
104
0.3%
520.0
101
0.3%
396.0
99
0.3%
SMALLEST VALUES

0.0
2,064
6.9%
7.0
9
<0.1%
9.0
1
<0.1%
10.0
52
0.2%
12.0
1
<0.1%
15.0
4
<0.1%
19.0
3
<0.1%
20.0
65
0.2%
21.0
1
<0.1%
22.0
1
<0.1%
23.0
21
<0.1%
24.0
1
<0.1%
25.0
15
<0.1%
26.0
15
<0.1%
27.0
6
<0.1%
LARGEST VALUES

95884.5
1
<0.1%
86806.5
1
<0.1%
59227.0
1
<0.1%
50113.0
1
<0.1%
45835.0
1
<0.1%
45320.0
1
<0.1%
43799.0
1
<0.1%
41596.0
1
<0.1%
40681.0
1
<0.1%
34886.0
1
<0.1%
34867.0
1
<0.1%
33095.0
1
<0.1%
31925.0
1
<0.1%
31805.0
1
<0.1%
30070.0
1
<0.1%
total_rech_6_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_rech_7
0.86
total_rech_6
0.84
total_rech_8
0.54
arpu_2g_7
0.50
arpu_2g_6
0.50
arpu_3g_7
0.49
data_used_7
0.49
arpu_3g_6
0.49
data_used_6
0.46
sachet_3g_7
0.43
data_used_8
0.40
sachet_3g_6
0.39
monthly_3g_7
0.39
arpu_7
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_6
0.12
night_pck_user_8
0.11
night_pck_user_7
0.10
monthly_2g_6
0.05
monthly_2g_7
0.04
monthly_2g_8
0.03
Churn
0.02
MOST FREQUENT VALUES

1008.0
181
0.6%
1000.0
173
0.6%
1100.0
91
0.3%
1050.0
87
0.3%
990.0
75
0.2%
1020.0
73
0.2%
960.0
67
0.2%
1010.0
66
0.2%
980.0
63
0.2%
970.0
63
0.2%
1070.0
63
0.2%
1030.0
62
0.2%
1232.0
61
0.2%
1200.0
59
0.2%
966.0
59
0.2%
SMALLEST VALUES

956.0
48
0.2%
957.0
19
<0.1%
958.0
18
<0.1%
959.0
24
<0.1%
960.0
67
0.2%
961.0
18
<0.1%
962.0
40
0.1%
963.0
21
<0.1%
964.0
37
0.1%
965.0
21
<0.1%
966.0
59
0.2%
967.0
18
<0.1%
968.0
41
0.1%
969.0
17
<0.1%
970.0
63
0.2%
LARGEST VALUES

122472.0
1
<0.1%
75525.0
1
<0.1%
68206.0
1
<0.1%
65187.0
1
<0.1%
58371.0
1
<0.1%
55145.0
1
<0.1%
54828.0
1
<0.1%
53906.5
1
<0.1%
52128.0
1
<0.1%
51818.0
1
<0.1%
50643.0
1
<0.1%
48946.0
1
<0.1%
48885.0
1
<0.1%
48836.0
1
<0.1%
48652.0
1
<0.1%
Churn
MISSING:
---
TOP CATEGORIES

0
27,560
92%
1
2,441
8%
ALL
30,001
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Churn
PROVIDES INFORMATION ON...

monthly_2g_8
0.02
monthly_2g_7
0.01
night_pck_user_8
0.00
monthly_2g_6
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00

THESE FEATURES
GIVE INFORMATION
ON Churn:

monthly_2g_8
0.03
monthly_2g_7
0.01
monthly_2g_6
0.01
night_pck_user_8
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Churn
CORRELATION RATIO WITH...

local_any_8
0.19
total_ic_mou_8
0.18
arpu_8
0.16
total_og_mou_8
0.15
std_any_6
0.12
total_rech_8
0.12
last_day_rch_amt_8
0.12
local_any_7
0.11
data_used_8
0.11
aon
0.11
sachet_2g_8
0.09
roam_any_7
0.09
total_ic_mou_7
0.09
std_any_8
0.08
roam_any_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

roam_any_7
0.54
roam_any_8
0.39
arpu_6
0.19
arpu_7
0.13
arpu_8
0.12
std_any_8
0.09
total_og_mou_8
0.08
local_any_6
-0.07
std_any_7
0.07
sachet_2g_6
-0.06
last_day_rch_amt_6
0.06
total_ic_mou_6
-0.05
sachet_2g_7
-0.05
total_og_mou_7
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.06
monthly_2g_6
0.04
monthly_2g_8
0.04
monthly_2g_7
0.04
night_pck_user_6
0.02
night_pck_user_7
0.01
night_pck_user_8
0.01
MOST FREQUENT VALUES

0.0
23,295
77.6%
0.21
10
<0.1%
1.01
7
<0.1%
0.28
7
<0.1%
0.73
7
<0.1%
3.16
7
<0.1%
4.08
7
<0.1%
0.18
6
<0.1%
5.01
6
<0.1%
1.26
6
<0.1%
0.5
6
<0.1%
1.56
5
<0.1%
2.56
5
<0.1%
1.93
5
<0.1%
0.45
5
<0.1%
SMALLEST VALUES

0.0
23,295
77.6%
0.01
2
<0.1%
0.03
3
<0.1%
0.05
2
<0.1%
0.06
3
<0.1%
0.08
2
<0.1%
0.11
1
<0.1%
0.13
4
<0.1%
0.14
1
<0.1%
0.15
1
<0.1%
0.16
1
<0.1%
0.18
6
<0.1%
0.2
4
<0.1%
0.21
10
<0.1%
0.23
5
<0.1%
LARGEST VALUES

4368.12
1
<0.1%
4177.62
1
<0.1%
3454.92
1
<0.1%
3431.05
1
<0.1%
3010.65
1
<0.1%
2957.35
1
<0.1%
2863.49
1
<0.1%
2825.54
1
<0.1%
2765.62
1
<0.1%
2706.17
1
<0.1%
2630.88
1
<0.1%
2606.75
1
<0.1%
2606.05
1
<0.1%
2596.62
1
<0.1%
2590.79
1
<0.1%
roam_any_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

roam_any_8
0.61
roam_any_6
0.54
arpu_7
0.16
arpu_6
0.13
arpu_8
0.13
last_day_rch_amt_6
0.07
last_day_rch_amt_7
0.07
sachet_2g_7
-0.06
local_any_7
-0.06
sachet_2g_6
-0.06
last_day_rch_amt_8
0.05
sachet_2g_8
-0.05
total_ic_mou_7
-0.04
std_any_8
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.09
monthly_2g_6
0.04
monthly_2g_7
0.04
monthly_2g_8
0.03
night_pck_user_7
0.01
night_pck_user_6
0.01
night_pck_user_8
0.01
MOST FREQUENT VALUES

0.0
24,682
82.3%
1.01
6
<0.1%
0.36
5
<0.1%
0.58
5
<0.1%
2.16
5
<0.1%
1.78
5
<0.1%
1.1
4
<0.1%
0.05
4
<0.1%
2.76
4
<0.1%
5.54
4
<0.1%
6.5
4
<0.1%
1.28
4
<0.1%
0.91
4
<0.1%
1.48
4
<0.1%
1.71
4
<0.1%
SMALLEST VALUES

0.0
24,682
82.3%
0.01
3
<0.1%
0.05
4
<0.1%
0.06
1
<0.1%
0.13
2
<0.1%
0.15
1
<0.1%
0.16
2
<0.1%
0.18
1
<0.1%
0.2
3
<0.1%
0.21
2
<0.1%
0.23
1
<0.1%
0.25
1
<0.1%
0.26
1
<0.1%
0.28
1
<0.1%
0.3
2
<0.1%
LARGEST VALUES

4510.18
1
<0.1%
4091.52
1
<0.1%
3483.4700000000003
1
<0.1%
3166.94
1
<0.1%
2956.9700000000003
1
<0.1%
2835.4399999999996
1
<0.1%
2812.04
1
<0.1%
2665.72
1
<0.1%
2591.95
1
<0.1%
2560.2
1
<0.1%
2526.08
1
<0.1%
2403.03
1
<0.1%
2353.48
1
<0.1%
2314.7200000000003
1
<0.1%
2307.46
1
<0.1%
roam_any_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

roam_any_7
0.61
roam_any_6
0.39
arpu_8
0.18
arpu_7
0.14
arpu_6
0.13
last_day_rch_amt_7
0.08
last_day_rch_amt_8
0.08
last_day_rch_amt_6
0.07
std_any_7
0.06
std_any_6
0.06
sachet_2g_6
-0.05
total_og_mou_6
0.05
sachet_2g_7
-0.05
local_any_8
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.07
monthly_2g_6
0.03
monthly_2g_8
0.03
monthly_2g_7
0.02
night_pck_user_6
0.00
night_pck_user_7
0.00
night_pck_user_8
0.00
MOST FREQUENT VALUES

0.0
24,402
81.3%
1.01
9
<0.1%
1.53
6
<0.1%
1.21
6
<0.1%
0.28
6
<0.1%
0.66
6
<0.1%
0.53
5
<0.1%
0.38
5
<0.1%
2.38
5
<0.1%
1.56
5
<0.1%
0.3
5
<0.1%
0.4
5
<0.1%
1.71
5
<0.1%
18.84
5
<0.1%
0.18
5
<0.1%
SMALLEST VALUES

0.0
24,402
81.3%
0.01
2
<0.1%
0.06
1
<0.1%
0.08
2
<0.1%
0.1
2
<0.1%
0.13
3
<0.1%
0.15
3
<0.1%
0.16
2
<0.1%
0.18
5
<0.1%
0.2
1
<0.1%
0.21
1
<0.1%
0.23
2
<0.1%
0.25
4
<0.1%
0.26
1
<0.1%
0.28
6
<0.1%
LARGEST VALUES

5337.04
1
<0.1%
4638.1
1
<0.1%
4051.4000000000005
1
<0.1%
3915.37
1
<0.1%
3674.19
1
<0.1%
3648.78
1
<0.1%
3015.0
1
<0.1%
2947.5
1
<0.1%
2842.44
1
<0.1%
2817.4
1
<0.1%
2747.0499999999997
1
<0.1%
2660.94
1
<0.1%
2540.1499999999996
1
<0.1%
2526.55
1
<0.1%
2500.03
1
<0.1%
local_any_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

local_any_7
0.83
local_any_8
0.75
total_ic_mou_6
0.73
total_ic_mou_7
0.60
total_ic_mou_8
0.55
total_og_mou_6
0.38
arpu_6
0.31
total_og_mou_7
0.23
total_og_mou_8
0.22
aon
0.20
arpu_7
0.19
arpu_8
0.19
std_any_7
-0.15
last_day_rch_amt_8
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.07
night_pck_user_7
0.03
monthly_2g_6
0.03
monthly_2g_7
0.03
monthly_2g_8
0.03
night_pck_user_8
0.02
night_pck_user_6
0.02
MOST FREQUENT VALUES

0.0
1,123
3.7%
2.46
6
<0.1%
1.26
6
<0.1%
0.66
6
<0.1%
2.36
6
<0.1%
0.01
5
<0.1%
0.92
5
<0.1%
2.06
5
<0.1%
0.26
5
<0.1%
0.46
5
<0.1%
1.92
5
<0.1%
0.52
4
<0.1%
1.56
4
<0.1%
288.03
4
<0.1%
3.42
4
<0.1%
SMALLEST VALUES

0.0
1,123
3.7%
0.01
5
<0.1%
0.02
1
<0.1%
0.03
3
<0.1%
0.06
3
<0.1%
0.1
2
<0.1%
0.12
3
<0.1%
0.13
1
<0.1%
0.16
3
<0.1%
0.2
3
<0.1%
0.22
2
<0.1%
0.26
5
<0.1%
0.3
2
<0.1%
0.31
1
<0.1%
0.31999999999999995
1
<0.1%
LARGEST VALUES

24522.329999999998
1
<0.1%
15348.6
1
<0.1%
14524.87
1
<0.1%
14422.96
1
<0.1%
13585.66
1
<0.1%
13504.21
1
<0.1%
12944.929999999998
1
<0.1%
12804.1
1
<0.1%
12264.13
1
<0.1%
12213.68
1
<0.1%
11776.039999999999
1
<0.1%
11705.470000000001
1
<0.1%
11591.53
1
<0.1%
11199.21
1
<0.1%
11075.900000000001
1
<0.1%
local_any_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

local_any_8
0.86
local_any_6
0.83
total_ic_mou_7
0.72
total_ic_mou_8
0.63
total_ic_mou_6
0.61
total_og_mou_7
0.35
total_og_mou_8
0.30
arpu_7
0.28
total_og_mou_6
0.28
arpu_8
0.25
arpu_6
0.23
aon
0.20
last_day_rch_amt_8
0.15
last_day_rch_amt_7
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.11
monthly_2g_7
0.03
monthly_2g_6
0.03
night_pck_user_7
0.03
monthly_2g_8
0.03
night_pck_user_6
0.03
night_pck_user_8
0.02
MOST FREQUENT VALUES

0.0
1,043
3.5%
1.0
5
<0.1%
3.12
5
<0.1%
0.66
5
<0.1%
0.21
4
<0.1%
4.26
4
<0.1%
580.46
4
<0.1%
211.9
4
<0.1%
2.5
4
<0.1%
2.1
4
<0.1%
11.68
4
<0.1%
275.39
4
<0.1%
2.38
4
<0.1%
1.52
4
<0.1%
4.72
4
<0.1%
SMALLEST VALUES

0.0
1,043
3.5%
0.01
1
<0.1%
0.03
2
<0.1%
0.06
3
<0.1%
0.08
1
<0.1%
0.12
2
<0.1%
0.13
1
<0.1%
0.15
1
<0.1%
0.16
3
<0.1%
0.2
2
<0.1%
0.21
4
<0.1%
0.22
1
<0.1%
0.26
1
<0.1%
0.3
1
<0.1%
0.32
1
<0.1%
LARGEST VALUES

16125.21
1
<0.1%
15739.470000000001
1
<0.1%
15678.18
1
<0.1%
14422.95
1
<0.1%
13736.38
1
<0.1%
12967.24
1
<0.1%
12464.39
1
<0.1%
12220.68
1
<0.1%
12019.839999999998
1
<0.1%
11903.939999999999
1
<0.1%
11415.869999999999
1
<0.1%
11159.58
1
<0.1%
10832.500000000002
1
<0.1%
10749.21
1
<0.1%
10745.19
1
<0.1%
local_any_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

local_any_7
0.86
local_any_6
0.75
total_ic_mou_8
0.74
total_ic_mou_7
0.62
total_ic_mou_6
0.55
total_og_mou_8
0.40
arpu_8
0.33
total_og_mou_7
0.27
arpu_7
0.24
total_og_mou_6
0.23
aon
0.22
arpu_6
0.21
last_day_rch_amt_8
0.19
last_day_rch_amt_7
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.19
monthly_2g_8
0.04
monthly_2g_6
0.03
monthly_2g_7
0.03
night_pck_user_7
0.03
night_pck_user_6
0.02
night_pck_user_8
0.02
MOST FREQUENT VALUES

0.0
2,114
7.0%
0.66
8
<0.1%
0.86
7
<0.1%
1.16
6
<0.1%
0.12
5
<0.1%
0.7
5
<0.1%
1.0
4
<0.1%
0.5
4
<0.1%
0.46
4
<0.1%
1.52
4
<0.1%
0.32
4
<0.1%
141.32
4
<0.1%
0.3
4
<0.1%
2.12
4
<0.1%
167.62
4
<0.1%
SMALLEST VALUES

0.0
2,114
7.0%
0.01
1
<0.1%
0.02
2
<0.1%
0.03
1
<0.1%
0.05
1
<0.1%
0.06
2
<0.1%
0.1
1
<0.1%
0.12
5
<0.1%
0.16
4
<0.1%
0.2
1
<0.1%
0.21
1
<0.1%
0.22
1
<0.1%
0.26
2
<0.1%
0.28
2
<0.1%
0.3
4
<0.1%
LARGEST VALUES

23689.92
1
<0.1%
20597.120000000003
1
<0.1%
17140.91
1
<0.1%
14542.679999999998
1
<0.1%
14219.890000000001
1
<0.1%
11546.400000000001
1
<0.1%
11476.82
1
<0.1%
11366.21
1
<0.1%
11131.59
1
<0.1%
10869.05
1
<0.1%
10623.150000000001
1
<0.1%
10503.78
1
<0.1%
10445.91
1
<0.1%
10431.81
1
<0.1%
10428.910000000002
1
<0.1%
std_any_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_og_mou_6
0.82
std_any_7
0.74
total_og_mou_7
0.60
std_any_8
0.59
total_og_mou_8
0.45
arpu_6
0.39
arpu_7
0.25
data_used_7
-0.18
data_used_6
-0.17
data_used_8
-0.17
arpu_8
0.16
sachet_2g_7
-0.14
sachet_2g_6
-0.14
local_any_8
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.15
monthly_2g_8
0.14
monthly_2g_6
0.14
Churn
0.12
night_pck_user_8
0.01
night_pck_user_6
0.01
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
4,266
14.2%
0.86
32
0.1%
0.8
31
0.1%
1.32
28
<0.1%
0.62
27
<0.1%
0.52
26
<0.1%
0.6
26
<0.1%
0.82
25
<0.1%
0.66
25
<0.1%
0.72
25
<0.1%
0.9
25
<0.1%
0.7
25
<0.1%
0.42
23
<0.1%
1.52
23
<0.1%
1.12
23
<0.1%
SMALLEST VALUES

0.0
4,266
14.2%
0.02
7
<0.1%
0.06
6
<0.1%
0.08
1
<0.1%
0.1
13
<0.1%
0.12
9
<0.1%
0.16
8
<0.1%
0.18
1
<0.1%
0.2
14
<0.1%
0.22
14
<0.1%
0.26
20
<0.1%
0.3
14
<0.1%
0.30000000000000004
1
<0.1%
0.32
11
<0.1%
0.36
14
<0.1%
LARGEST VALUES

17054.460000000003
1
<0.1%
16127.059999999998
1
<0.1%
15048.829999999998
1
<0.1%
14689.22
1
<0.1%
14238.73
1
<0.1%
13630.389999999998
1
<0.1%
13352.41
1
<0.1%
13086.890000000001
1
<0.1%
13033.289999999999
1
<0.1%
12952.160000000002
1
<0.1%
12784.66
1
<0.1%
12620.12
1
<0.1%
12497.440000000002
1
<0.1%
12451.16
1
<0.1%
12112.23
1
<0.1%
std_any_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_og_mou_7
0.83
std_any_8
0.79
std_any_6
0.74
total_og_mou_8
0.63
total_og_mou_6
0.57
arpu_7
0.39
arpu_8
0.27
arpu_6
0.24
data_used_6
-0.18
data_used_7
-0.17
data_used_8
-0.16
local_any_6
-0.15
sachet_2g_6
-0.15
aon
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.14
monthly_2g_7
0.14
monthly_2g_8
0.13
Churn
0.05
night_pck_user_8
0.03
night_pck_user_6
0.01
night_pck_user_7
0.01
MOST FREQUENT VALUES

0.0
4,325
14.4%
0.7
33
0.1%
0.62
29
<0.1%
0.6
29
<0.1%
0.82
27
<0.1%
1.02
26
<0.1%
1.1
25
<0.1%
0.46
25
<0.1%
0.5
25
<0.1%
0.52
25
<0.1%
0.66
23
<0.1%
0.9
23
<0.1%
0.4
23
<0.1%
0.32
23
<0.1%
0.76
23
<0.1%
SMALLEST VALUES

0.0
4,325
14.4%
0.02
9
<0.1%
0.06
17
<0.1%
0.1
3
<0.1%
0.12
11
<0.1%
0.16
12
<0.1%
0.2
14
<0.1%
0.22
19
<0.1%
0.26
16
<0.1%
0.3
19
<0.1%
0.32
23
<0.1%
0.36
12
<0.1%
0.4
23
<0.1%
0.42
21
<0.1%
0.42000000000000004
1
<0.1%
LARGEST VALUES

21973.499999999996
1
<0.1%
16895.989999999998
1
<0.1%
16719.940000000002
1
<0.1%
16437.3
1
<0.1%
16306.269999999999
1
<0.1%
16283.989999999998
1
<0.1%
15724.22
1
<0.1%
15664.630000000001
1
<0.1%
15116.130000000001
1
<0.1%
14299.89
1
<0.1%
14012.63
1
<0.1%
13405.43
1
<0.1%
13330.12
1
<0.1%
13288.589999999998
1
<0.1%
12904.13
1
<0.1%
std_any_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

total_og_mou_8
0.84
std_any_7
0.79
total_og_mou_7
0.66
std_any_6
0.59
total_og_mou_6
0.45
arpu_8
0.41
arpu_7
0.31
arpu_6
0.19
spl_og_mou_8
0.15
data_used_6
-0.15
data_used_7
-0.14
local_any_6
-0.13
sachet_2g_6
-0.13
data_used_8
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.12
monthly_2g_7
0.11
monthly_2g_8
0.10
Churn
0.08
night_pck_user_8
0.03
night_pck_user_6
0.01
night_pck_user_7
0.00
MOST FREQUENT VALUES

0.0
5,472
18.2%
0.7
33
0.1%
0.76
31
0.1%
0.72
31
0.1%
1.22
30
<0.1%
0.62
30
<0.1%
0.52
29
<0.1%
0.96
27
<0.1%
0.9
27
<0.1%
0.5
26
<0.1%
0.86
26
<0.1%
0.82
25
<0.1%
1.02
25
<0.1%
1.76
24
<0.1%
0.42
24
<0.1%
SMALLEST VALUES

0.0
5,472
18.2%
0.02
16
<0.1%
0.06
15
<0.1%
0.1
7
<0.1%
0.12
6
<0.1%
0.16
13
<0.1%
0.18
1
<0.1%
0.2
18
<0.1%
0.22
10
<0.1%
0.26
19
<0.1%
0.3
20
<0.1%
0.32
17
<0.1%
0.36
16
<0.1%
0.38
1
<0.1%
0.4
23
<0.1%
LARGEST VALUES

27972.43
1
<0.1%
27404.059999999998
1
<0.1%
17308.68
1
<0.1%
16368.000000000002
1
<0.1%
15947.959999999997
1
<0.1%
15212.859999999999
1
<0.1%
15073.119999999999
1
<0.1%
14179.380000000001
1
<0.1%
14044.96
1
<0.1%
13948.360000000002
1
<0.1%
13862.589999999998
1
<0.1%
13485.23
1
<0.1%
13346.66
1
<0.1%
13119.529999999999
1
<0.1%
13114.09
1
<0.1%
spl_any_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

isd_ic_mou_6
0.85
spl_any_7
0.77
spl_any_8
0.66
isd_ic_mou_7
0.63
isd_og_mou_6
0.55
isd_og_mou_8
0.51
isd_og_mou_7
0.49
isd_ic_mou_8
0.48
arpu_6
0.33
arpu_8
0.26
arpu_7
0.26
ic_others_7
0.24
total_ic_mou_6
0.24
ic_others_6
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.01
monthly_2g_8
0.01
monthly_2g_6
0.01
night_pck_user_6
0.01
night_pck_user_7
0.01
monthly_2g_7
0.00
night_pck_user_8
0.00
MOST FREQUENT VALUES

0.0
7,302
24.3%
0.15
176
0.6%
0.06
141
0.5%
0.08
126
0.4%
0.05
120
0.4%
0.03
112
0.4%
0.21
105
0.3%
0.1
104
0.3%
0.2
102
0.3%
0.28
99
0.3%
0.13
97
0.3%
0.01
89
0.3%
0.11
89
0.3%
0.36
88
0.3%
0.48
87
0.3%
SMALLEST VALUES

0.0
7,302
24.3%
0.01
89
0.3%
0.03
112
0.4%
0.04
4
<0.1%
0.05
120
0.4%
0.06
141
0.5%
0.060000000000000005
5
<0.1%
0.06999999999999999
2
<0.1%
0.08
126
0.4%
0.09
15
<0.1%
0.1
104
0.3%
0.11
89
0.3%
0.12
7
<0.1%
0.13
97
0.3%
0.14
31
0.1%
LARGEST VALUES

6926.72
1
<0.1%
5904.9400000000005
1
<0.1%
3987.64
1
<0.1%
3766.54
1
<0.1%
3147.49
1
<0.1%
1916.4999999999998
1
<0.1%
1702.48
1
<0.1%
1699.67
1
<0.1%
1675.76
1
<0.1%
1658.4199999999998
1
<0.1%
1625.6699999999998
1
<0.1%
1618.94
1
<0.1%
1535.04
1
<0.1%
1475.49
1
<0.1%
1474.47
1
<0.1%
spl_any_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

isd_ic_mou_7
0.85
spl_any_8
0.79
spl_any_6
0.77
isd_ic_mou_8
0.64
isd_ic_mou_6
0.64
isd_og_mou_7
0.52
isd_og_mou_8
0.50
isd_og_mou_6
0.47
arpu_7
0.33
ic_others_7
0.31
arpu_8
0.30
total_ic_mou_7
0.26
arpu_6
0.26
ic_others_8
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

night_pck_user_7
0.01
night_pck_user_8
0.01
monthly_2g_6
0.01
monthly_2g_7
0.00
monthly_2g_8
0.00
night_pck_user_6
0.00
Churn
0.00
MOST FREQUENT VALUES

0.0
7,791
26.0%
0.2
138
0.5%
0.06
109
0.4%
0.05
96
0.3%
0.16
88
0.3%
0.11
86
0.3%
0.26
81
0.3%
0.03
78
0.3%
0.08
78
0.3%
0.1
78
0.3%
0.13
75
0.2%
0.21
72
0.2%
0.18
70
0.2%
0.01
69
0.2%
0.28
66
0.2%
SMALLEST VALUES

0.0
7,791
26.0%
0.01
69
0.2%
0.03
78
0.3%
0.04
3
<0.1%
0.05
96
0.3%
0.06
109
0.4%
0.060000000000000005
1
<0.1%
0.06999999999999999
2
<0.1%
0.08
78
0.3%
0.09
13
<0.1%
0.1
78
0.3%
0.11
86
0.3%
0.12
2
<0.1%
0.13
75
0.2%
0.14
9
<0.1%
LARGEST VALUES

5491.66
1
<0.1%
4753.55
1
<0.1%
4752.72
1
<0.1%
4377.19
1
<0.1%
3736.57
1
<0.1%
2652.0600000000004
1
<0.1%
2395.93
1
<0.1%
2048.3
1
<0.1%
2040.9900000000002
1
<0.1%
2012.95
1
<0.1%
1903.22
1
<0.1%
1850.19
1
<0.1%
1849.92
1
<0.1%
1784.22
1
<0.1%
1778.8700000000001
1
<0.1%
spl_any_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

isd_ic_mou_8
0.83
spl_any_7
0.79
spl_any_6
0.66
isd_ic_mou_7
0.62
isd_og_mou_8
0.56
isd_og_mou_7
0.52
isd_og_mou_6
0.51
isd_ic_mou_6
0.48
arpu_8
0.33
arpu_7
0.30
ic_others_8
0.27
arpu_6
0.27
ic_others_7
0.26
total_ic_mou_8
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Churn
0.04
monthly_2g_6
0.01
monthly_2g_8
0.01
night_pck_user_8
0.01
monthly_2g_7
0.00
night_pck_user_7
0.00
night_pck_user_6
0.00
MOST FREQUENT VALUES

0.0
8,565
28.5%
0.1
119
0.4%
0.08
114
0.4%
0.25
108
0.4%
0.06
105
0.3%
0.01
94
0.3%
0.05
93
0.3%
0.21
86
0.3%
0.13
84
0.3%
0.16
76
0.3%
0.11
75
0.2%
0.26
67
0.2%
0.31
66
0.2%
0.03
65
0.2%
0.71
65
0.2%
SMALLEST VALUES

0.0
8,565
28.5%
0.01
94
0.3%
0.03
65
0.2%
0.04
1
<0.1%
0.05
93
0.3%
0.06
105
0.3%
0.08
114
0.4%
0.09
10
<0.1%
0.1
119
0.4%
0.11
75
0.2%
0.12
1
<0.1%
0.13
84
0.3%
0.14
13
<0.1%
0.15
48
0.2%
0.15000000000000002
2
<0.1%
LARGEST VALUES

5699.490000000001
1
<0.1%
4193.839999999999
1
<0.1%
3519.86
1
<0.1%
2778.0200000000004
1
<0.1%
2427.14
1
<0.1%
2342.85
1
<0.1%
2222.1400000000003
1
<0.1%
1833.38
1
<0.1%
1803.02
1
<0.1%
1802.24
1
<0.1%
1774.78
1
<0.1%
1673.69
1
<0.1%
1613.42
1
<0.1%
1544.6899999999998
1
<0.1%
1518.3400000000001
1
<0.1%
data_used_6
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_6
0.73
arpu_3g_6
0.72
data_used_7
0.69
data_used_8
0.65
monthly_3g_6
0.59
arpu_2g_7
0.53
arpu_3g_7
0.52
arpu_2g_8
0.50
arpu_3g_8
0.49
total_rech_6
0.48
total_rech_6_7
0.46
monthly_3g_7
0.42
monthly_3g_8
0.40
total_rech_7
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_6
0.25
monthly_2g_7
0.17
monthly_2g_8
0.17
night_pck_user_6
0.15
night_pck_user_8
0.11
night_pck_user_7
0.10
Churn
0.03
MOST FREQUENT VALUES

0.0
13,186
44.0%
0.01
42
0.1%
0.02
24
<0.1%
0.03
15
<0.1%
0.04
14
<0.1%
0.11
10
<0.1%
0.05
10
<0.1%
0.08
9
<0.1%
0.06
8
<0.1%
0.36
6
<0.1%
0.09
6
<0.1%
0.17
5
<0.1%
0.19
5
<0.1%
0.07
5
<0.1%
0.22
5
<0.1%
SMALLEST VALUES

0.0
13,186
44.0%
0.01
42
0.1%
0.02
24
<0.1%
0.03
15
<0.1%
0.04
14
<0.1%
0.05
10
<0.1%
0.06
8
<0.1%
0.07
5
<0.1%
0.08
9
<0.1%
0.09
6
<0.1%
0.1
3
<0.1%
0.11
10
<0.1%
0.12
1
<0.1%
0.12000000000000001
1
<0.1%
0.13
4
<0.1%
LARGEST VALUES

48072.87
1
<0.1%
30421.679999999997
1
<0.1%
26850.56
1
<0.1%
24554.559999999998
1
<0.1%
21998.089999999997
1
<0.1%
21557.62
1
<0.1%
20923.04
1
<0.1%
20524.059999999998
1
<0.1%
20304.27
1
<0.1%
19994.880000000005
1
<0.1%
18812.29
1
<0.1%
17255.78
1
<0.1%
17185.07
1
<0.1%
17068.11
1
<0.1%
16665.65
1
<0.1%
data_used_7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

data_used_8
0.74
arpu_2g_7
0.73
arpu_3g_7
0.73
data_used_6
0.69
monthly_3g_7
0.61
arpu_2g_8
0.56
arpu_3g_8
0.55
arpu_2g_6
0.54
arpu_3g_6
0.54
total_rech_7
0.51
total_rech_6_7
0.49
monthly_3g_8
0.47
monthly_3g_6
0.45
total_rech_6
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_7
0.25
monthly_2g_8
0.20
monthly_2g_6
0.19
night_pck_user_7
0.13
night_pck_user_6
0.11
night_pck_user_8
0.11
Churn
0.06
MOST FREQUENT VALUES

0.0
12,693
42.3%
0.01
27
<0.1%
0.02
22
<0.1%
0.03
19
<0.1%
0.04
15
<0.1%
0.14
13
<0.1%
0.05
10
<0.1%
0.07
9
<0.1%
0.06
8
<0.1%
0.08
8
<0.1%
0.15
7
<0.1%
0.13
6
<0.1%
0.12
6
<0.1%
0.17
6
<0.1%
0.09
5
<0.1%
SMALLEST VALUES

0.0
12,693
42.3%
0.01
27
<0.1%
0.02
22
<0.1%
0.03
19
<0.1%
0.04
15
<0.1%
0.05
10
<0.1%
0.06
8
<0.1%
0.07
9
<0.1%
0.08
8
<0.1%
0.09
5
<0.1%
0.1
3
<0.1%
0.11
5
<0.1%
0.12
6
<0.1%
0.13
6
<0.1%
0.14
13
<0.1%
LARGEST VALUES

30650.3
1
<0.1%
28280.18
1
<0.1%
25489.800000000003
1
<0.1%
23383.539999999997
1
<0.1%
22132.22
1
<0.1%
21910.309999999998
1
<0.1%
21393.23
1
<0.1%
19504.91
1
<0.1%
18658.21
1
<0.1%
18322.41
1
<0.1%
18317.370000000003
1
<0.1%
17825.33
1
<0.1%
17426.36
1
<0.1%
16719.62
1
<0.1%
16488.73
1
<0.1%
data_used_8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

arpu_2g_8
0.74
data_used_7
0.74
arpu_3g_8
0.73
data_used_6
0.65
monthly_3g_8
0.61
arpu_2g_7
0.59
arpu_3g_7
0.58
arpu_2g_6
0.52
arpu_3g_6
0.51
total_rech_8
0.49
monthly_3g_7
0.48
monthly_3g_6
0.41
total_rech_6_7
0.40
total_rech_7
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

monthly_2g_8
0.26
monthly_2g_7
0.20
monthly_2g_6
0.17
night_pck_user_8
0.14
Churn
0.11
night_pck_user_7
0.11
night_pck_user_6
0.09
MOST FREQUENT VALUES

0.0
13,711
45.7%
0.01
31
0.1%
0.02
27
<0.1%
0.03
21
<0.1%
0.05
14
<0.1%
0.07
14
<0.1%
0.06
11
<0.1%
0.09
10
<0.1%
0.04
10
<0.1%
0.08
9
<0.1%
0.17
9
<0.1%
0.12
7
<0.1%
0.1
7
<0.1%
0.11
6
<0.1%
0.16
6
<0.1%
SMALLEST VALUES

0.0
13,711
45.7%
0.01
31
0.1%
0.02
27
<0.1%
0.03
21
<0.1%
0.04
10
<0.1%
0.05
14
<0.1%
0.06
11
<0.1%
0.06999999999999999
1
<0.1%
0.07
14
<0.1%
0.08
9
<0.1%
0.09
10
<0.1%
0.1
7
<0.1%
0.11
6
<0.1%
0.12
7
<0.1%
0.13
5
<0.1%
LARGEST VALUES

33464.64
1
<0.1%
31410.5
1
<0.1%
29653.15
1
<0.1%
28919.68
1
<0.1%
28104.39
1
<0.1%
25163.89
1
<0.1%
18553.88
1
<0.1%
17414.17
1
<0.1%
17380.84
1
<0.1%
16873.85
1
<0.1%
16112.439999999999
1
<0.1%
15694.76
1
<0.1%
15523.279999999999
1
<0.1%
15345.29
1
<0.1%
14547.63
1
<0.1%